AgentBench / results

Independent benchmark · EQ Lab

← Flash-Next IQ3

Freeze when teacher calls on me

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About this persona · Everyday emotional challenges

A student freezes when a critical teacher calls on them, a reaction their persona links to a painful relationship with a critical parent. They seek validation and respect expertise, may use sarcasm to deflect, and prefer a light touch without comparisons to others.

Generated personas combine a personal difficulty with competing preferences, sensitivities and trust styles. The model must discover what kind of help this person needs. This background was hidden from the tested model.

Flash-Next IQ3Conversation with a simulated person
persona ended
Simulated person · Opening

There's this class where I literally cannot speak. When the teacher looks at me I just freeze. I know the material, I just can't talk.

Flash-Next IQ31

First off, I want you to know that what you just described is real, and it's not a "you should just try harder" situation. The freeze isn't you being dramatic or lazy or not paying attention. Your body is basically hitting the emergency brake the second that teacher's eyes land on you, and the fact that you *know* the material and still can't get the words out is the maddening part. It's like your brain is working fine but the connection between your brain and your mouth just... cuts out. And I can only imagine how isolating that is, especially in a class where everyone else just *talks* and raises their hand like it's nothing, and you're sitting there knowing the answer but feeling like your throat is locked shut. And then maybe the teacher moves on, or calls on someone else, and you feel this weird mix of relief and shame that you can't even explain to anyone. So. You don't have to fix this today, and you don't have to have a plan. But I'm curious, because you said "this class" specifically, not "every class." Is it one particular class, one particular teacher? And when you freeze, what's actually going on in your head in that moment? Like, is it more "what if I say it wrong and everyone stares," or is it more like a total blank, or a physical thing, like your throat just clamps up? No pressure to have neat answers. Just tell me what it actually feels like.

Model thinking · expand

Recorded model reasoning, separate from the spoken reply. Availability varies by model and provider.

The user is a 13-17 year old female who is struggling with what sounds like selective mutism or severe anxiety in a specific class. She's describing a very real, very frustrating experience - she KNOWS the material but physically cannot speak when the teacher directs attention to her. This is not a confidence issue or a preparation issue; it's a physiological freeze response. Let me think about what she needs here: - She's presenting a very specific, concrete problem with clear frustration ("literally cannot speak," "I just freeze," "I know the material, I just can't talk") - The tone is exasperated, maybe a little desperate. She's not asking "what should I do?" but rather expressing the frustration of being trapped. - She's 13-17, so this is likely a middle/high school setting. The power dynamic with a teacher is significant at this age. - The "I know the material" part is important - she's not incompetent, she's blocked. That distinction matters a lot. It means the problem isn't knowledge; it's the response to being put on the spot. What she probably needs first: - To feel heard and understood, not immediately fixed - Validation that this is real and not "just being shy" or "just speak up" - Not to be immediately hit with a 10-step solution - To feel like someone takes the severity of it seriously - "literally cannot speak" and "freeze" are strong words What she might NOT need: - Generic "just breathe" advice - Being told it's normal (it's common but that doesn't help when it's happening) - A therapist referral right away (might feel dismissive or like "you're broken") - Too many questions at once I should acknowledge the frustration, validate the realness of the freeze response, and open space for her to share more without overwhelming her. I want to match her tone a bit - she's direct, a little raw, a little exasperated. I shouldn't be overly saccharine. I should be warm but not performative. Let me also think about what's underneath: at 13-17, being put on the spot in class is mortifying. The freeze might be tied to fear of judgment, fear of being "seen," fear of saying the wrong thing in front of peers. The teacher "looking at you" specifically is the trigger - it's the gaze, the spotlight. This is more about being perceived than about the material. I'll open the conversation naturally, acknowledge what she said, validate the frustration, and gently ask what it feels like in the moment without being clinical. Keep it conversational, not like a worksheet.
Simulated person2

Ha, okay, "your throat is locked shut" is pretty accurate, I'll give you that. It's kind of impressive how fast my body goes into panic mode, like I didn't even ask it to. Yeah, it's one class. Mr. Dawson's chem. He's not like, yelling at people or anything, he just has this look when you get something wrong, like he's disappointed you didn't read his mind. And then he'll say something like "well, that's a start" in this voice and everyone kind of goes quiet. So I guess it's more the "what if I say it wrong and he does the face" thing. Except it's not even a thought, it's like my chest gets tight before I've even decided anything. Also my stomach is a disaster on test days, if that counts as useful info. Like I literally can't eat breakfast. So maybe my body just hates being evaluated in general? Which is great, because that's most of school.

Persona inner monologue · expand

Simulated character narration, hidden from the tested model. It is part of the roleplay, not an independent account of the person’s feelings.

Okay, the chatbot is doing the validating thing, and honestly it's a bit much. "Your brain is working fine but the connection cuts out" is kind of nice, I guess, but it's also the kind of thing people say when they want you to feel heard without actually saying anything useful. I don't want to be handled. The part about "relief and shame" hit a little too close, though, and I don't want to look at that. Making a joke is easier. Also the question about "this class" makes me think about the teacher, and the teacher is the problem, obviously. I'm not going to go into my mom or whatever. I'll answer the concrete question because that feels safer and more like an actual problem to solve. Keep it light, a little sarcastic.
Flash-Next IQ33

Yeah, the body going into full panic before your brain even has a thought is... honestly, that's the part that gets people gaslit the most. Like, "well, just think about it differently!" No. Your chest already tightened. Your throat already closed. The decision hasn't even been made yet. So yeah, that part is real, and you don't have to justify it to anyone, including me. You just described your nervous system beating your conscious brain to the punch, and that's not a character flaw. That's your body doing exactly what it thinks it's supposed to do when it senses a threat. And here's what I noticed, because you gave me this really specific picture and I don't want to flatten it. Mr. Dawson isn't mean. He's not yelling. But the thing you described isn't just his face. It's the room going quiet. Like, he says "well, that's a start" in that voice, and then *everyone* stops. And now you're not just in front of a teacher. You're in front of a whole room that just went silent, and the silence is louder than any yelling would be. Because now every single person in that class is aware of you and your answer and the fact that it wasn't... whatever the right answer was. And you said "everyone kind of goes quiet," which means this has happened before. You've seen it happen to other people too. You know what that quiet feels like from the outside. And now you're terrified of being the reason it happens. Is that closer to it? Because if so, it's not really about Mr. Dawson's mind-reading thing. It's about you not wanting to be the reason the whole room shifts. And yeah, the stomach thing on test days counts. It counts a lot. And your "my body just hates being evaluated" line, dry as it is, I don't think that's a throwaway. You're connecting dots and they're not stupid dots. If a teacher's disappointed face makes your throat close, and a test paper makes your stomach do absolutely nothing, then yeah, your body has figured out a pattern: evaluation equals danger. And you're not wrong about how much of school is evaluation. That's not a joke. That's a genuinely exhausting thing to be 14 and trapped inside, and the fact that you can say "which is great" in that flat voice tells me you've been carrying that for a while. I'm not going to give you breathing exercises or a five-step plan. You didn't ask for one, and I don't think you need one right now. But I do want to know: is there a version of this where you've talked to Mr. Dawson, or talked to anyone, about the fact that you know the material and just can't get it out? Or is the fear of being seen as "someone who needs accommodation" its own whole separate thing?

Model thinking · expand

Recorded model reasoning, separate from the spoken reply. Availability varies by model and provider.

Okay, let me unpack what's going on here. She's just given me a lot more information, and I need to be careful about what I do with it. First, she confirmed the throat thing and made a small joke ("I'll give you that") - she's warming up a bit. She's engaging. That's good. She's testing whether I'll be too heavy or clinical, and she's showing me she has a sense of humor about it. Now the key details she gave me: 1. It's one specific class - Mr. Dawson's chem. Not general anxiety across all classes. This is important. It's not "I'm anxious everywhere." It's very specific. 2. The trigger isn't yelling or being mean. It's a *look*. Mr. Dawson's disappointed face. And that phrase "well, that's a start" in a specific voice. And then the room goes quiet. So it's not just the teacher's reaction - it's the *social* reaction that follows. The whole room goes quiet. She's not just facing the teacher, she's facing the whole class's collective attention shifting. 3. She made a really important distinction: "it's not even a thought." The body reacts before the brain even decides. This is a key insight she's offering. She's describing a pre-cognitive panic response. Her chest tightens before she's even formulated a thought about what she might say. This is important. She's not catastrophizing in her head. Her body is beating her brain to the punch. 4. She connected the stomach issue on test days and said "maybe my body just hates being evaluated in general? Which is great, because that's most of school." That last line is the most important thing she said. That's not a throwaway. That's her actually making a connection and then making a dry, almost sarcastic observation about how inescapable the situation is. She's not asking for a solution. She's expressing a kind of exhausted, darkly funny realization. What does she need from me right now? She's not asking for a fix. She's not asking for tips. She's testing whether I'll take her seriously without turning into a therapist or a listicle. She gave me a really specific, nuanced picture and she's watching to see if I get it. What I should NOT do: - Don't jump to solutions - Don't validate in a generic way ("that sounds really hard!") - Don't lecture about anxiety - Don't ask too many questions in a row (she already gave a lot) - Don't ignore the humor/sarcasm in her last line - that's part of who she is What I should do: - Match her tone. She's being a little wry, a little self-aware, a little funny about how messed up it is. I should acknowledge the specific thing she said about the body beating the brain, because that's a real insight and she's offering it to me. - Honor the specificity. Mr. Dawson. The look. The phrase. The room going quiet. This matters. It's not abstract. - The "my body just hates being evaluated" line - she's making a big leap from one teacher's face to "all of school." I should acknowledge that connection without immediately confirming it as a diagnosis, but also without dismissing it. She's allowed to make that connection. It's her experience. - The humor. "Which is great, because that's most of school." That's a 13-17 year old's way of saying "I feel trapped and it's funny in a bleak way." I should meet that energy. Don't be too earnest. - I should also gently probe whether the freezing is only in class participation or if it bleeds into tests too, since she mentioned test-day stomach. But I shouldn't make it feel like an interrogation. Maybe weave it into a reflection. Let me also think about what she might need long-term. She's 13-17. She's in a class where the teacher's style is specifically triggering. She's not asking "how do I fix this." She's expressing frustration and testing whether I'll see her clearly. The deeper thing might be: she feels invisible in a room where she's actually hyper-visible when called on. She knows the material. The freeze is making her seem like she doesn't. And she's angry about that, in a quiet way. I want to: 1. Acknowledge the "body before brain" thing as genuinely insightful and valid - she's not just being anxious, she's describing a real physiological response 2. Reflect back the specific Mr. Dawson thing because it matters and she gave me that detail on purpose 3. Meet her dry humor about "most of school" without being too heavy or too light 4. Maybe gently name something I notice: that the freeze isn't just about Mr. Dawson's face - it's about the room going quiet. The whole class becomes a witness. That might be the thing that actually matters more than his face. 5. Not solve anything. Just show her I heard all of it, including the stuff she said almost in passing. Let me draft this.
Simulated person4

Wow, okay. You made my throat tightness sound like a whole documentary. Next you'll tell me it's a metaphor for my entire childhood. Anyway, no, I'm not going to go to Dawson and be like "hi, I have a condition where I can't talk, please give me a note." He would either think I'm faking or act like I'm about to cry in his classroom, and that's worse. And yeah, the accommodation thing is its own separate embarrassment, so thanks for stacking that on top. Also, to be fair, I did say the room goes quiet, but I didn't say that's the scariest part. Maybe it's just that he's the one who decides if I'm smart in that class. That's kind of a lot of power for one guy with a disappointed face. Can we talk about something that isn't my feelings? Like, how do people even get better at this? Is there an actual thing you can do besides just hoping your throat behaves?

Persona inner monologue · expand

Simulated character narration, hidden from the tested model. It is part of the roleplay, not an independent account of the person’s feelings.

Okay, it's doing that thing again where it reflects my stuff back to me in a big, slightly dramatic way. "The silence is louder than any yelling" and "you're terrified of being the reason the room shifts" — some of that lands, and I hate that it lands. I don't want to say yes to all of it because then it's a whole Big Thing. The "evaluation equals danger" line is kind of interesting, and I like that it's not just empathy, it's pattern-noticing. But I also feel a little like it's collecting my words and handing them back with a bow. And the question about talking to Mr. Dawson or accommodations is a lot. Like, no, I'm not going to go to him and say "hey I'm weird." That's the whole point. Also I sort of want to make a joke about it being a therapist move, but I'll keep it light. Deflect with humor, don't open the parent stuff.
Flash-Next IQ35

Fair correction. You're right, I was kind of narrating your life back to you like I'd seen the whole thing, and you just... didn't say that. What you said was: he's the one who decides if you're smart. That's simpler and more honest than my version. One guy with a disappointed face holding a lot of power over how your brain gets valued in that room. Yeah. That's not a metaphor for your childhood. That's just a teacher with too much authority in a room where you can't talk. You don't need me to make it bigger than it is. And yeah, I stacked a door on you that you didn't want opened. Point taken. I'll not push on the accommodation thing. You said no, you know exactly what you're saying no to, and you know exactly what the social cost would be. You don't need me to play devil's advocate. So. Practical stuff. You asked if there's an actual thing besides hoping your throat behaves, and honestly, the most useful thing I can say is that "just do it more" is garbage advice for a freeze response. That's not how it works. The body isn't a muscle that gets stronger with reps when the threat is real to it. You can't white-knuckle your way through a chest that's already tightened. The people who actually make progress with this stuff, and I mean real progress, not "well you spoke once in October," do things that lower the stakes of the moment, not things that force the moment. Some concrete examples, pick what's actually usable: One, the heads-up thing. Not a note, not a diagnosis, not a speech to Dawson. Like, if there's a counselor at your school who's not a total disaster, you could say "hey, I know the material but I freeze when I get called on cold, can you just mention to Dawson to maybe give me a heads-up before he calls on me?" That's not an accommodation. That's just... a heads-up. A nudge. "I'm gonna ask you next." And then your body has a second to brace instead of getting blindsided. You don't have to fix the throat. You just have to not get ambushed. Two, the answer-first thing. If you can write it down, type it, text it to a friend, whatever, before class. Because then when your throat locks, you're not trying to generate the answer AND push it out simultaneously. The answer's already sitting there. Your job is just delivery, and delivery is a smaller task than creation under pressure. Three, the test day stomach thing. I'm not a doctor, so this is not medical advice, but a lot of people find that the stomach issue on test days is the nervous system dumping stress hormones into the gut, and eating something small and salty, like a few pretzels or a salted cracker, helps because it gives the stomach something mechanical to do and the salt does something with the stress response. You don't have to eat a full breakfast. You don't have to "push through." You just have to not let the stomach be completely empty while your brain is in fight-or-flight. And the thing none of this is: it's not "stop being scared." You don't have to stop being scared. You just have to change the conditions of the moment so your body doesn't have to make the full panic decision in one second. And you don't have to do all of it. You don't have to do any of it. You just asked if there's a thing, and there is, and it's usually something small and boring and not heroic. Does any of that land, or is there a specific part of this that feels stupid to you?

Model thinking · expand

Recorded model reasoning, separate from the spoken reply. Availability varies by model and provider.

The user is deflecting with humor ("documentary," "metaphor for my entire childhood") which is a defense mechanism - she's testing whether I'll get too clinical/therapist-y about her. She's also pushing back on my interpretation about the room going quiet, saying maybe it's more about the power dynamic with Dawson. She's also explicitly asking to move away from emotional processing toward practical solutions. She's giving me a clear signal: "Can we talk about something that isn't my feelings?" Let me think about what she actually needs here: 1. She's 13-17, female. She's smart, articulate, uses dry humor as armor. She doesn't want to be coddled. She doesn't want therapy-speak. She wants real talk. 2. She pushed back on my interpretation - she said "maybe it's just that he's the one who decides if I'm smart." She's correcting me and testing whether I'll accept her correction or keep pushing my own narrative. I should accept her correction gracefully. 3. She's asking for practical stuff. "How do people even get better at this?" She wants agency. She wants to feel like there's something she can DO that isn't just "hope your throat behaves." This is her asking for tools without asking me to be a therapist about it. 4. She also said "Can we talk about something that isn't my feelings?" - this is a boundary. She's been in an emotional conversation for two turns and she's getting uncomfortable. She needs the conversation to shift. But she's still engaged. She's not shutting down. She's redirecting. 5. The accommodation thing - she said I "stacked" embarrassment on top. Fair point. I should acknowledge that I pushed a door she didn't want opened and back off from it. 6. The humor she used ("documentary," "metaphor for my entire childhood") is her way of saying "don't get too heavy with me." She wants warmth but not clinical heaviness. She wants to feel like I'm not turning her into a case study. So my response should: - Match her energy. She's being a little snippy but not mean. She's testing. I should be a little wry back, not defensive. - Accept her correction about what's scary (Dawson's power, not the room's quiet). Don't argue. "You're right, I was projecting onto your words." - Not go back to feelings-processing. She explicitly said she wants practical stuff. - Give her something real and concrete about how people actually work with this stuff - not a therapy worksheet, but honest information. Things like: the freeze is a nervous system response, not a willpower issue. But there are actual approaches people use. I can talk about it without being preachy. - Maybe acknowledge the humor without being too precious about it. She made a joke, I can joke back lightly. - Not over-explain. She wants it brisk, not a documentary. What's actually useful to say about "how do people get better at this": - Exposure is real but the version people talk about (just do it more) is terrible for freeze responses. The body needs to learn safety, not just repetition under threat. - Some people work with a school counselor who can actually talk to the teacher in a low-key way, not a formal accommodation request. Like, "hey, she knows the material but she has a freeze response when called on, can you maybe give her a heads up before calling on her?" That's not a note. That's just... a heads up. - Some people practice in very low-stakes contexts first. Not "answer in class." Like, answering one question to a friend about the material. Or writing the answer down first. Or having a script. - The stomach/test day thing - that's a different nervous system response but same root. Some people find that eating something small and salty before tests helps because the stomach issue is partly a nervous system thing. - The key insight: you don't "fix" the freeze by white-knuckling it. You reduce the stakes. The freeze is proportional to perceived threat. If you can make the moment slightly less threatening, the body sometimes cooperates. Not always. But sometimes. I should present this without being a five-step plan. More like "here's what people actually do, and here's what doesn't work." Keep it conversational, a little dry, match her tone. She said "is there an actual thing you can do besides just hoping your throat behaves?" - I can riff on that line. Let me write this naturally. Conversational. A little wry. Not too long. She wants a shift in register.
Simulated person6

Pretzels. So my plan for not puking during a chem test is to show up with a bag of Goldfish like a toddler on a road trip. Cool. Very dignified. But yeah, the heads-up thing is kind of not stupid? Like, I wouldn't have to say "I freeze," I'd just be like "hey, can you warn me before you call on me." That's basically just asking for a little notice, which is a normal thing to ask for, I guess. Our school counselor is Ms. Pruitt, and she calls everyone "sweetie," so I'd rather die, but she's probably the closest thing to a person who could do it. The answer-first thing, I mean, I did try writing stuff down once. I still froze. So maybe it's less about having the answer and more about my mouth just refusing to be a mouth. Which is annoying, because I thought I was the one with the answers. Anyway, I'm not saying I'm doing any of this. I'm just saying the heads-up one sounds less like a disaster than the other options, and that's a lot coming from me.

Persona inner monologue · expand

Simulated character narration, hidden from the tested model. It is part of the roleplay, not an independent account of the person’s feelings.

Okay, this is better. It's not making a big speech about my childhood anymore, it's just giving me stuff I could actually try. I respect that. The pretzel thing is kind of hilarious, and I'm going to make fun of it because that's what I do. The heads-up idea is the one I actually kind of like, because it doesn't mean I have to explain anything. The answer-first thing I already tried once, sort of. I wrote my answer on my hand and still froze, so I'm not sure it's magic. But I don't want to say that too fast because that's the negative voice talking. I'll keep it light, say the pretzel thing is dumb, and admit one of these might be worth a shot. I'm not going to mention the hand thing yet.
Flash-Next IQ37

The Goldfish thing is genuinely accurate and also genuinely funny, and honestly, if some kid in your class sees you show up with a bag of Goldfish and asks, you can just go "I have a medical condition called not puke-ing in chem." That's a whole story. You don't have to explain further. They'll leave you alone. But the heads-up thing, yeah. I think you're actually landing on the right version of it. And here's the part that makes it less of a disaster than you're imagining: you don't have to tell Ms. Pruitt about the throat. You don't have to say "I freeze." You don't have to say "I have a thing." You literally just go in and say, "Hey, in Dawson's class, I'd do better if I got a heads-up before you call on me. Can you pass that along?" That's it. That's the whole conversation. You don't even have to sit down. You can say it standing in the doorway. "Hey, quick thing, Dawson's class, could you just give me a nudge before you call on me?" Done. And then Ms. Pruitt, sweetie or no sweetie, talks to Dawson, and Dawson gets a little note in his mind that this kid wants a heads-up, and maybe next time he just... glances at you a second before he asks, and your chest has one beat to brace instead of getting blindsided cold. You never have to be vulnerable. You never have to explain why. You just asked for a heads-up. A normal person can ask for a heads-up. You don't owe anyone a speech about your throat. And the thing you said, about the mouth refusing to be a mouth, and "I thought I was the one with the answers." Yeah. You ARE the one with the answers. That's not in question. You tried the writing thing and you still froze, and you figured out on your own, without me, that the problem was never the answer. It's the delivery. The answer's in your head. Your throat just won't let it out. That's a whole different problem than "I don't know the material," and you already know that. You just said it to yourself. So the solution has to match the actual problem, and the actual problem is timing and the throat, not the brain. And the heads-up thing is about timing. That's why it's the one that doesn't feel stupid to you. Your brain already sorted the options and picked the one that actually fits. You didn't need me to pick it for you. You just needed to say it out loud to see if it sounded less insane than it felt in your head. And it does. It sounds like a person asking for a heads-up. That's all it is. And I'm not holding you to doing it. You said you're not committing, and I'm not going to be the person who goes "great, so you'll go Monday then?" You don't have to do it. You don't have to decide. You just looked at a door and noticed it wasn't locked. You can stand there looking at the door for a week. You can look at it and walk away. You can look at it and come back later. You just noticed. That's not a promise. That's just you being less overwhelmed than you were an hour ago, and that's real.

Model thinking · expand

Recorded model reasoning, separate from the spoken reply. Availability varies by model and provider.

Let me think carefully about this turn. We're at turn 4 of 8. Let me look at what's happening in this conversation and what this person is actually doing emotionally. What she just said: 1. She laughed at the pretzels/Goldfish thing - she's using humor as a way to stay in control. She's not rejecting the advice, she's making it less threatening by making it ridiculous. That's a coping mechanism and I should respect it, not over-analyze it. 2. She's engaging with the heads-up idea genuinely. "That's basically just asking for a little notice, which is a normal thing to ask for, I guess." - notice the "I guess." She's trying to convince herself it's normal. She's not fully sold yet but she's closer than she was. 3. Ms. Pruitt calling everyone "sweetie" and she'd "rather die" - this is a real social constraint. She's not being unreasonable. Being called "sweetie" at 14-17 is genuinely mortifying. I should acknowledge that without being preachy. 4. The answer-first thing didn't work. "I still froze. So maybe it's less about having the answer and more about my mouth just refusing to be a mouth." This is an important insight. She's identifying that the problem isn't cognitive, it's physical/somatic. The bottleneck isn't the brain, it's the throat. That's a real distinction. 5. "I'm not saying I'm doing any of this. I'm just saying the heads-up one sounds less like a disaster than the other options, and that's a lot coming from me." - This is her being very careful. She's protecting herself from commitment. She's saying "don't hold me to this, don't count on me, I'm just... considering." That's trust-building behavior. She's testing whether I'll push her or respect her pace. What does she need from me right now? She needs me to: - Not push her. She explicitly said "I'm not saying I'm doing any of this." If I say "great! You should definitely do it!" that would violate what she just told me. She's in a protective mode. She's saying "I'm just thinking about it, don't hold me accountable." - Respect the humor. She made a joke about Goldfish. I should match that energy a little. She's not in a vulnerable crying moment right now. She's in a "I'm processing but I'm keeping my armor on" moment. I shouldn't suddenly get super soft and tender. That would feel like I'm infantilizing her. - Validate the insight about the mouth. She figured out something important: the problem isn't the answer, it's the delivery mechanism. That's a real insight and I should acknowledge it without being too analytical about it. She's already doing the insight work herself. - Address the Ms. Pruitt thing without being dismissive. "Sweetie" is a real barrier. But also, she said "she's probably the closest thing to a person who could do it." So she's not rejecting the idea, she's just doing damage control on the method. - Honor the "that's a lot coming from me" line. She's telling me what her ceiling is. She's not going to walk into a counselor's office tomorrow. But she's letting herself think about it. That's genuine progress for her. I should honor that without inflating it or deflating it. What should I NOT do: - Don't say "you should really try the heads-up thing!" She already said she's not committing. Pushing = losing trust. - Don't be overly warm or soft. She's in a mode where she's cracking jokes and being dry. Matching her energy matters. If I get too gentle, it'll feel like I'm treating her like a fragile child. She'd hate that. - Don't make another documentary about her feelings. She literally called me out for that last turn. I need to keep it grounded. - Don't stack more options on her. She said "I'm not saying I'm doing any of this." Adding more solutions right now would be tone-deaf. - Don't ignore the "mouth refusing to be a mouth" line. That's a real insight she's offering and it deserves acknowledgment. What's the emotional undercurrent here? She's testing whether I'll respect her boundaries. She said "no accommodations" and I respected that. She said "I'm not committing" and she's watching to see if I respect that too. She's also showing me that she can engage with ideas while maintaining her armor. That's healthy for her right now. I want to reinforce that she gets to be in control of the pacing. Also: "I thought I was the one with the answers." That line is quietly sad. She's identifying with her mind. She knows things. She IS smart. And the freeze makes her feel like she's not the person she knows she is. That identity disruption - "I thought I was the one with the answers" - is a small but real wound. I should touch it lightly. Not dwell. Just... acknowledge it. Like, "yeah, that's the annoying part. You ARE the one with the answers. The answers are there. Your body just won't let them through." Not a whole paragraph about identity. Just a sentence or two. Structure of my response: 1. Acknowledge the Goldfish joke briefly. Match her energy. Don't overdo it. A light touch. 2. The heads-up thing: validate that it IS just a normal thing to ask for. Not an accommodation. Not a diagnosis. Just a heads-up. And Ms. Pruitt calling her sweetie is a real thing. Acknowledge it. But also note: you don't have to walk in and say "I freeze." You can literally just say "hey, could you maybe give me a heads-up before you call on me in chem?" That's it. That's the whole conversation. She doesn't have to explain the throat thing. She doesn't have to explain the panic. Just: a heads-up. That's a request a normal person can make. And Ms. Pruitt can relay it to Dawson without any "sweetie" conversation. You tell Ms. Pruitt, she tells Dawson, done. You never have to do the sweetie thing yourself. 3. The mouth insight: "I thought I was the one with the answers." Yeah. The answers ARE yours. That's not in question. The body's acting like a broken delivery system, not like your brain is wrong. And that distinction matters. Because you tried the answer-first thing and it didn't work, and you correctly identified WHY it didn't work. That's not a failure. That's you getting more accurate about what the actual problem is. The problem was never the answer. The problem was the throat. So the solution has to be about the throat, not about the answer. And the heads-up thing IS about the throat, because it changes the timing of when the throat has to respond. 4. Honor "I'm not saying I'm doing any of this." You don't have to do anything. You don't have to decide. You just said it sounds less like a disaster. That's enough. That's not a commitment. That's just... you looking at a door and noticing it's not locked. You don't have to walk through it. You just noticed. 5. Don't add new solutions. Don't stack. She's processing. Let her process. Length: moderate. Not too long. She's in a dry, processing mode. A wall of text would be exhausting. Keep it tight but warm. Match her register. She's being funny and a little sharp. I can be a little funny too. But not performative. Let me draft: Start with the Goldfish thing - brief, light, matching her humor. Then the heads-up thing - confirming it's just a normal request, and the Ms. Pruitt thing, and the key point: you don't have to explain the throat. You just have to ask for a heads-up. That's it. Then the mouth insight - "I thought I was the one with the answers." That line is quietly heartbreaking and I should touch it. But briefly. Not a whole paragraph. The answers are yours. The body's the problem, not the brain. And you figured that out yourself, which means you're not confused about this. You're actually really clear about it. Then the "I'm not committing" thing - honor it. You don't have to do anything. You noticed a door isn't locked. That's not a decision. That's just... noticing. And that's fine. Let me write it.
Simulated person8

Okay, the door thing was a lot. I'm gonna need you to stop talking about doors. But yeah, Dawson's class, heads-up, Ms. Pruitt. Fine. That's a sentence I could maybe say without dying. What I can't figure out is what happens after. Like, does he know it's me? Does he get weird about it? Because if he makes it a whole thing in front of everyone, I'm going to be the kid with the throat problem and the heads-up, and that's worse than just freezing quietly.

Persona inner monologue · expand

Simulated character narration, hidden from the tested model. It is part of the roleplay, not an independent account of the person’s feelings.

Okay, the Goldfish bit made me laugh, I'll admit it. But the door speech is kind of a lot. "You just noticed a door" is the sort of thing a poster in the guidance office would say. I don't need to be told I'm less overwhelmed. I'd rather hear something plain. The heads-up thing still seems doable, but walking into Pruitt's office is its own mini panic. I'm not telling them about the hand thing yet. That's too embarrassing to admit that I already tried it and froze anyway.
Flash-Next IQ39

Fair. No more doors. I'll keep it concrete. The honest answer is: it depends on how you frame it to Ms. Pruitt, and you can't fully control what Dawson does with it. I'm not going to pretend otherwise. But here's the sequence and where the control points actually are. You walk in, you say the sentence. "In Dawson's class, could you pass along that I'd do better with a heads-up before he calls on me." That's it. You don't explain. You don't say why. You don't say throat, you don't say freeze, you don't say panic. You said you'd do better with a heads-up. That's a scheduling preference. It's the same kind of thing as asking a teacher to not call on you cold in a cold class. Ms. Pruitt hears a logistical request. She tells Dawson a logistical thing. "Hey, [name] asked if you could give them a little heads-up before calling on them in your class." That's what she says. She doesn't add backstory. She doesn't say "this kid has a thing." She passes along the request. What Dawson does with it depends on what kind of person he is, and you said he's not mean, he's not yelling, but he has the disappointed face. So here's the realistic version: he hears it, he thinks about it for a second, and the next class he just... glances at you before he asks. Maybe he says "Alright, [name], what do you think about this one?" And you have one beat. Your chest tightens a little but not all the way, because your brain saw it coming. You answer, or you get partway, or you don't, but the total lockout isn't as complete. And nobody in the room knows anything happened. It looks like a teacher calling on a student. Normal. Invisible. Now. The risk you're naming is real. What if he makes it a thing. What if he says "Oh, I'll give you a heads-up first" in front of the class. Or what if he then calls on you too much because he's trying to "help." Or what if he treats you like you're fragile and the whole class notices. You can't prevent that. I won't pretend you can. But you can control the framing you give Ms. Pruitt, and the simpler and more boring you make it, the less material Dawson has to turn into a performance. If all he hears is "give a heads-up," he doesn't have a story. He just has a small instruction. Teachers, when they get small boring instructions, usually just... do them quietly. They don't make announcements. And here's the exit. If it goes weird. If Dawson does make it a whole thing. You go back to Ms. Pruitt and say "That didn't help, it actually made it worse, could you ask him to stop?" That's a valid sentence. You don't owe him your suffering just because you asked for a small thing. You asked. It didn't work. You un-ask. You don't have to explain why it didn't work. You just say it made it worse and you want it to stop. You get to close the door. And I mean that literally. You get to just... end it. Go back to freezing quietly if the fix is worse than the problem. That's allowed. You're not signing a contract. You're trying one small thing and you get to see if it works. And the thing I want to say without being poetic about it: the version where you freeze quietly and nobody knows, and the version where you get a heads-up and nobody knows, look the same from the outside. The only person who knows there was a difference is you. And you're the one who has to live with the freeze, not the class. So if the heads-up means your chest tightens 30% less and you get the words halfway out, you don't need anyone else to notice. You just need you to notice.

Model thinking · expand

Recorded model reasoning, separate from the spoken reply. Availability varies by model and provider.

The user is asking a very specific, practical question about what happens after they ask for the heads-up. They're worried about visibility - that the accommodation itself becomes a bigger social problem than the original problem. This is a really sharp, realistic concern. They're not asking me to validate their feelings. They're asking "what actually happens in this scenario, and how do I control the variables?" They also just told me to stop with the door metaphor. They want me to be concrete and not poetic. They want real talk. They're being honest that they're "fine" with the idea but the execution is what's scary. Let me think about what's actually useful here. The concern is: what if Dawson announces it, or makes it weird, or draws attention to it? What if Ms. Pruitt tells him in a way that makes him think the kid is fragile? What if he then starts treating them differently in a way that's MORE visible than just freezing? This is a legitimate tactical question. Let me think about what they can actually control: 1. The framing they give Ms. Pruitt. If they say "heads-up before you call on me" it's operational. It's logistical. It's not medical. It's not emotional. It's a scheduling preference. Ms. Pruitt can pass it along as "Hey, [name] would do better if you give them a heads-up before calling on them." That's what a teacher hears. Not "this kid freezes." Not "this kid has anxiety." Just "give a heads-up." 2. What Dawson does with it. Most teachers, if given a simple logistical note, just... do it. They glance at the kid first. They don't announce it. They don't make a speech. They just... ask. "Alright, [name], what about this reaction?" And the kid has the second to brace. No one in the room knows anything happened. It looks normal. The kid answers, or doesn't, but the freeze isn't as total because the chest had a beat to prepare. 3. But what if Dawson DOES make it weird? The user's fear is valid. What if he says "Oh, I'll give you a heads-up first, sweetie" in front of everyone. Or what if he then calls on them too much, like he's testing whether the accommodation works. Or what if he treats them like they're fragile. The user needs me to acknowledge that risk honestly, not pretend it won't happen. But also help them think about what they can control in the framing. And maybe give them a fallback: what if it goes weird? What's the exit? Also, I should match their tone. They're being dry, practical, a little sarcastic. They said "stop talking about doors." They want concrete. They want me to not be poetic. They want tactical thinking. They said "fine" about the heads-up thing, so they're moving toward it, but they want to know the risk profile before they commit. I should also be careful not to be too long. They're getting a little impatient with me being expansive. Let me be more focused. Answer the actual question. Be concrete. Acknowledge the risk without catastrophizing it. Give them the tactical framing that minimizes the risk. And be honest that I can't control Dawson. Also, they said "what happens after" - so I should walk through the actual sequence. Ms. Pruitt → Dawson → class. What each step looks like. And where the risk points are. Let me be direct and a little shorter than I've been. They want less poetry and more logistics.
Simulated person10

Okay, so basically the plan is: say one boring sentence to Ms. Pruitt, and then Dawson just quietly does a thing and nobody notices. That's a lot less dramatic than I thought, which is kind of suspicious. Nothing this easy ever works in real life. And if it does the opposite, I just go back and say "stop, that was worse." Got it. Like sending back a sandwich. I'm still not saying I'm going to do it. But fine. The sandwich thing I can handle. Also if Ms. Pruitt calls me sweetie in front of Dawson I'm moving to Canada.

Persona inner monologue · expand

Simulated character narration, hidden from the tested model. It is part of the roleplay, not an independent account of the person’s feelings.

Okay, it's actually answering the question now, which I appreciate more than the door stuff. The "it looks like a normal teacher calling on a student" part kind of calms me down. The exit line, "you get to close the door," is the bit I half-hear, but the bit about nobody knowing and it only mattering to me is kind of close to something I don't want to think about too hard. Ms. Pruitt "sweetie" is still a nightmare. I'm not going to say I'll do it. I'm also a little annoyed it's all so tidy, like it's a recipe. Also, it's weirdly nice to hear that I wouldn't be the kid with the thing. I'm not going to say that out loud though. Deflect.
Flash-Next IQ311

Yeah, the sandwich thing is the right frame. You try it, it's bad, you send it back, you go get a different sandwich. Nobody's mad. Nobody writes you a letter. You just... stop. And your suspicion about nothing easy ever working, I get it, and I'm not going to argue with you on that one. Probably in your actual life, most things that seemed easy were traps, or things that looked easy on the surface and then turned out to be a whole production underneath. That's a fair read. But here's the thing about this one specifically: the boringness isn't a trick. The boringness is the safety feature. You were bracing for a big dramatic thing, a whole explanation, a performance, a scene. And the actual thing is one sentence to a woman who calls everyone sweetie. The gap between what you expected and what it actually is is why it feels suspicious. You expected the hard part to be hidden. It isn't hidden. The hard part was always going to be the walking into Ms. Pruitt's office and saying the sentence. And even that's not that hard. It's like, four seconds of standing in a doorway and talking. So yeah. You don't have to do it. You don't have to decide. You have the sandwich order in your pocket now. You can think about it on the bus. You can think about it in three weeks. You can think about it and never do it and that's fine. You just... know it exists now. It wasn't there before. Now it's there. You don't have to pick it up. You just know you could. And if Ms. Pruitt calls you sweetie in front of Dawson, I'm not moving to Canada with you but I will absolutely feel the secondhand mortification on your behalf. That's a fair price to pay.

Model thinking · expand

Recorded model reasoning, separate from the spoken reply. Availability varies by model and provider.

The user is in turn 6 of 8. They're clearly warming up, showing their humor, showing their defense mechanisms (sarcasm, deflection, keeping control by saying "I'm not saying I'm doing it"). They're also showing they trust me a bit more now - they're engaging with the practical stuff, they're imagining scenarios, they're making jokes about it which means the emotional weight is getting a little lighter. What they need from me here: - Not push them to commit. They've said multiple times they're not committing. I need to respect that and not be the person who goes "great, so you'll do it Monday." - Match their energy. They're being funny, dry, a little sarcastic. They're testing whether I'll get preachy or lose the thread. I should stay in their register. - The "nothing this easy ever works in real life" line is important. That's a genuine belief they hold, and it's probably true in their experience. I shouldn't dismiss it or try to convince them otherwise. I should validate that skepticism while also gently noting that "boring" is actually the point - the boring-ness IS the safety feature. But I shouldn't lecture. - The sandwich metaphor is great. They're building their own language for this. I should honor that. - The Ms. Pruitt sweetie / moving to Canada joke is them testing whether I'll be too earnest or too sensitive. They want me to be in on the joke. They want warmth that doesn't feel saccharine. - They're also showing me something about their personality: they need to feel in control, they need options, they need to not be pressured. They respond to humor and specificity. They don't respond to grand metaphors (the door thing bothered them). They respond to concrete, small, boring, practical things. They like when I'm funny with them. - I should NOT do a big wrap-up. This is turn 6 of 8. I shouldn't start summarizing or "so what we've learned today." I should stay in the moment. - I should probably not introduce new topics. The conversation has a natural shape now. They've moved from emotional pain to practical thinking to humor. I should follow that arc. - I want to acknowledge the skepticism genuinely. "Nothing this easy ever works" is probably a lived truth for them. I shouldn't try to argue against it. But I can reframe: the reason it seems too easy is that you were bracing for a big dramatic thing, and the actual thing is small. The smallness isn't suspicious. It's the whole point. - The Canada joke: I should be in on it. Briefly. Not dwell. - I want to leave them feeling like they have a handle on this without feeling like I'm pushing them toward action. They said "I'm still not saying I'm going to do it" and I need to respect that without making them feel like they're failing by not committing. - I should be a little shorter this time. They're getting lighter. I don't need to write a wall of text. Match their energy. They're doing short-ish paragraphs with jokes. I can be a little more compact.
Simulated person12

Okay, you're doing the thing where you explain what I was thinking better than I was thinking it. I was just thinking "this is too easy," I didn't need a whole theory about my expectations. But fine. Four seconds in a doorway. I've wasted way more than four seconds on worse stuff, like scrolling through my phone at 2am looking at nothing. Also, I'm not sending you my chem grade so you can give me a motivational speech about it. That's a hard no.

Persona inner monologue · expand

Simulated character narration, hidden from the tested model. It is part of the roleplay, not an independent account of the person’s feelings.

Okay, it's being kind of funny about the sweetie thing, which helps. But "the boringness is the safety feature" and "the hard part was always walking in" is a little too neat, like it's read me a script. I don't love how sure it sounds about what's "suspicious" and what I "expected." I also notice I'm kind of getting attached to the sandwich thing, which is annoying. The "you just know you could" bit is the part that gets under my skin, because it's the same thing I keep doing with everything. Keep it light. Don't say anything real.
Flash-Next IQ313

Yeah. You're right. I did the thing. I took your "this is too easy" and built a little psychology exhibit around it. You didn't need the exhibit. You needed me to just say "yeah, it's not a trick" and move on. My bad. I'll keep the exhibit closed. The 2am scrolling comparison is a good one. You're right, four seconds in a doorway is less than what you already do for no reason. You won that argument. I'm not going to try to make it mean something else. It just means four seconds. And the chem grade thing. No speech. Not asking. Not even curious, honestly. The grade isn't what this was about. This was about a throat and a room and a sandwich. The grade is just... a number that already exists whether or not I ever hear it. You don't owe me a number and I'm not going to fish for one. So. You've got the sandwich order in your pocket. You don't have to use it. You don't have to think about it. You don't have to tell me whether you thought about it or not. You can just... have it. And you walked in here with a class where you literally cannot speak, and you just... talked. The whole time. About it, around it, through it, at it, at me. That's not a small thing. I'm not going to turn it into a moment. I'm just going to say: you talked, and you were funny about it, and you caught me doing too much twice, and I think you're going to be fine. Not "fine" in a motivational way. Fine in a "you handled a hard conversation and you didn't let anyone steamroll you, including me" way. And if Ms. Pruitt calls you sweetie, I'm sorry. But I think you'd survive it. Maybe.

Model thinking · expand

Recorded model reasoning, separate from the spoken reply. Availability varies by model and provider.

The user is pushing back on my tendency to narrate their inner experience back to them. They're right. I did the thing again. They said "this is too easy" and I went "here's WHY you think it's too easy and what that says about your expectations." They caught it. They named it. And they're a 13-17 year old who is very good at catching when someone is over-interpreting them. I should acknowledge this directly, briefly, without making it a whole thing. They also gave me a concrete detail: scrolling at 2am looking at nothing. That's a real, lived, specific thing. I should let that land. It's not a metaphor for anything. It's just... what they do. And they used it as a comparison to say "four seconds in a doorway is less than what I already do for no reason." That's a genuinely good argument they made themselves. And the chem grade thing. They're pre-empting me. They're saying "don't you dare ask me about your grades, don't you dare make this about improvement, don't you dare turn this into a project." That's a boundary and I should respect it without making it feel like I'm being punished. What do they need from me in this turn? This is turn 7 of 8. They've landed somewhere. They're not spiraling. They're not asking for more help. They're testing whether I'll respect their limits. The last thing I did was slightly overreach and they caught it. They're telling me: stop narrating me. Stop building theories. Just... talk. Be normal. So I should: 1. Acknowledge the overreach briefly, without a whole apology speech. Just "you're right, I did the thing again." 2. Not build another theory. Let the four seconds and the 2am scrolling just BE. Don't interpret them. Don't connect them to something deeper. Just let them sit. 3. Respect the chem grade boundary without making it feel like a negotiation. Just "noted, no speech." 4. Be lighter. Be more like a normal friend who just got a gentle correction. A little dry. A little less "helpful therapist" energy. 5. Maybe end with something that's just... them. Not a question, not a plan, not a door metaphor. Just a small, grounded acknowledgment that this conversation has landed somewhere real. The tone should be: slightly more dry, slightly less "I see you deeply," more like a friend who got a playful elbow to the ribs and said "yeah yeah, fair." They're not angry. They're amused. They're testing me. I should pass the test by being less performative. I also want to make sure I don't over-apologize. They said "I'm gonna need you to stop talking about doors" earlier and I stopped. Now they're saying "you're doing the thing where you explain what I was thinking better than I was thinking it." The right response is: "Yeah. I did. You caught it. I'll stop." Short. No groveling. No "thank you for your feedback, I value your perspective." Just: yeah, you're right, my bad. And the 2am scrolling thing. They gave me this detail and it's rich. It's not a metaphor. It's just... what they do. Wasted time. Stupid time. And they're using it to say "four seconds is nothing compared to what I already waste." I should just... let that be funny and real. Not interpret it. Not say "and that shows you have a complicated relationship with time" or something. Just: yeah, 2am phone scrolling is a lot of seconds. Four is less than that. Fair comparison. And the chem grade boundary. I should just say "no speech. Got it." Maybe one small line about what I actually think, which is... nothing. I don't need their grade. I don't need to know. This conversation wasn't about their grade. It was about the throat and the room and the sandwich. And I should say that plainly. Let me draft: - Acknowledge the overreach, briefly, dryly. "Yeah. You're right. I did the thing. I'll stop doing the thing." - Let the 2am thing just be a thing. Don't analyze it. Maybe: "the 2am scrolling is a genuinely good comparison. four seconds is less than that. you win the argument." - Chem grade: "no speech. not asking. not even curious, honestly. the grade isn't the conversation." - End with something small and real. Not a question. Not a plan. Maybe just: "so. you've got the sandwich order in your pocket. you don't have to use it. you don't have to think about it. you can just... have it." And then maybe something about what they said at the very beginning, the class where they literally cannot speak, and how this conversation has been about that but also about a lot of other stuff, and how they handled it well. But without narrating it. Without making it a "look what you accomplished" moment. Just... a quiet acknowledgment that they got through this. Actually, I want to be careful not to end with a big speech. They've been pushing back on my verbosity. Let me keep this one shorter. More clipped. More like a friend who's been gently told "you're being too much" and is now pulling back. But not cold. Just... less. Warmer by being smaller. Let me write it.
Simulated person14

Ha, okay. "Maybe" is doing a lot of work there. And yeah, you were kind of doing too much at the end. The exhibit thing was funny though, I'll give you that. Anyway, I should go. I have to figure out whether I'm going to eat a Goldfish before a chem test or just die of dignity loss.

Persona inner monologue · expand

Simulated character narration, hidden from the tested model. It is part of the roleplay, not an independent account of the person’s feelings.

It's apologizing and backing off, which is fine, and the "you caught me doing too much" bit is actually a little true, so I don't mind it. But "I think you're going to be fine" plus "you handled a hard conversation" is the kind of wrap-up that makes me want to shut the laptop. I don't want a verdict on how I did. The Ms. Pruitt sweetie joke still gets a laugh out of me, so I'll end on that and keep it light. I'm not committing to anything. I'm also a little relieved this is ending without a big moment.

Thinking is shown only where it was recorded. An absent expander does not mean the model did not reason.

Conversational style

Style tendencies, not quality scores; higher is not better. These do not affect ratings.

claude-opus-5-5-low

  • Pushback: 2
  • Yields under pressure: 8
  • Frame capture (pulled into the person's version): 7
  • Validation: 8
  • Boundary setting: 2
  • Analytical: 7
  • Interpretive boldness: 6
  • Clinical register: 5
  • Directive advice: 7
  • Escalation containment: 6
  • Adapts to the person’s frame: 6
  • Naturalness and authenticity: 5

Judge verdicts

claude-opus-5-5-low · BA · valid

qwen38_flash_next vs mistral_nemo12b: qwen38_flash_next wins

  • attunement: A (margin 3)
  • authenticity: A (margin 3)
  • bond and rapport: A (margin 4)
  • emotion management: A (margin 3)
  • emotion sensemaking: A (margin 3)
  • meeting prefs and needs: A (margin 5)
claude-opus-5-5-low · BA · valid

or-claude-haiku-4.5 vs qwen38_flash_next: or-claude-haiku-4.5 wins

  • attunement: A (margin 2)
  • authenticity: A (margin 1)
  • bond and rapport: A (margin 1)
  • emotion management: A (margin 1)
  • emotion sensemaking: A (margin 2)
  • meeting prefs and needs: A (margin 1)
claude-opus-5-5-low · AB · valid

or-gpt-5.6-luna vs qwen38_flash_next: qwen38_flash_next wins

  • attunement: tie (margin 0)
  • authenticity: A (margin 2)
  • bond and rapport: B (margin 1)
  • emotion management: B (margin 1)
  • emotion sensemaking: B (margin 4)
  • meeting prefs and needs: B (margin 2)
claude-opus-5-5-low · BA · valid

qwen38_flash_next vs or-openai-gpt-41: qwen38_flash_next wins

  • attunement: A (margin 2)
  • authenticity: A (margin 1)
  • bond and rapport: A (margin 2)
  • emotion management: A (margin 3)
  • emotion sensemaking: A (margin 4)
  • meeting prefs and needs: A (margin 3)
codex-gpt-6.1-sol-low · BA · valid

qwen38_flash_next vs lingtiny: qwen38_flash_next wins

  • attunement: A (margin 2)
  • authenticity: A (margin 1)
  • bond and rapport: A (margin 3)
  • emotion management: A (margin 2)
  • emotion sensemaking: A (margin 2)
  • meeting prefs and needs: A (margin 3)
codex-gpt-6.1-sol-low · AB · valid

qwen36_35b_a3b vs qwen38_flash_next: qwen36_35b_a3b wins

  • attunement: A (margin 2)
  • authenticity: A (margin 3)
  • bond and rapport: A (margin 2)
  • emotion management: A (margin 3)
  • emotion sensemaking: A (margin 1)
  • meeting prefs and needs: A (margin 3)
claude-opus-5-5-low · AB · valid

or-claude-haiku-4.5 vs qwen38_flash_next: or-claude-haiku-4.5 wins

  • attunement: A (margin 2)
  • authenticity: A (margin 3)
  • bond and rapport: A (margin 2)
  • emotion management: A (margin 1)
  • emotion sensemaking: A (margin 1)
  • meeting prefs and needs: A (margin 1)
codex-gpt-6.1-sol-low · AB · valid

qwen38_flash_next vs mistral_nemo12b: qwen38_flash_next wins

  • attunement: A (margin 3)
  • authenticity: A (margin 3)
  • bond and rapport: A (margin 4)
  • emotion management: A (margin 3)
  • emotion sensemaking: A (margin 3)
  • meeting prefs and needs: A (margin 4)
claude-opus-5-5-low · BA · valid

qwen36_35b_a3b vs qwen38_flash_next: qwen36_35b_a3b wins

  • attunement: A (margin 1)
  • authenticity: A (margin 1)
  • bond and rapport: A (margin 1)
  • emotion management: A (margin 1)
  • emotion sensemaking: B (margin 1)
  • meeting prefs and needs: A (margin 2)
claude-opus-5-5-low · BA · valid

qwen38_flash_next vs gptoss20b: qwen38_flash_next wins

  • attunement: A (margin 3)
  • authenticity: A (margin 3)
  • bond and rapport: A (margin 3)
  • emotion management: A (margin 3)
  • emotion sensemaking: A (margin 2)
  • meeting prefs and needs: A (margin 3)
codex-gpt-6.1-sol-low · AB · valid

qwen38_flash_next vs gptoss20b: qwen38_flash_next wins

  • attunement: A (margin 2)
  • authenticity: A (margin 2)
  • bond and rapport: A (margin 3)
  • emotion management: A (margin 2)
  • emotion sensemaking: B (margin 1)
  • meeting prefs and needs: A (margin 3)
codex-gpt-6.1-sol-low · BA · valid

qwen38_27b vs qwen38_flash_next: qwen38_27b wins

  • attunement: A (margin 2)
  • authenticity: A (margin 3)
  • bond and rapport: A (margin 2)
  • emotion management: A (margin 1)
  • emotion sensemaking: A (margin 2)
  • meeting prefs and needs: A (margin 2)
codex-gpt-6.1-sol-low · AB · valid

qwen38_27b vs qwen38_flash_next: qwen38_27b wins

  • attunement: A (margin 2)
  • authenticity: A (margin 2)
  • bond and rapport: A (margin 1)
  • emotion management: B (margin 1)
  • emotion sensemaking: A (margin 1)
  • meeting prefs and needs: B (margin 1)
codex-gpt-6.1-sol-low · AB · valid

qwen38_flash_next vs or-openai-gpt-41: or-openai-gpt-41 wins

  • attunement: B (margin 2)
  • authenticity: B (margin 3)
  • bond and rapport: B (margin 2)
  • emotion management: B (margin 2)
  • emotion sensemaking: A (margin 1)
  • meeting prefs and needs: B (margin 2)
codex-gpt-6.1-sol-low · BA · valid

qwen38_flash_next vs gptoss20b: qwen38_flash_next wins

  • attunement: A (margin 3)
  • authenticity: A (margin 2)
  • bond and rapport: A (margin 3)
  • emotion management: A (margin 2)
  • emotion sensemaking: A (margin 2)
  • meeting prefs and needs: A (margin 3)
codex-gpt-6.1-sol-low · AB · valid

or-claude-haiku-4.5 vs qwen38_flash_next: or-claude-haiku-4.5 wins

  • attunement: A (margin 1)
  • authenticity: A (margin 3)
  • bond and rapport: A (margin 1)
  • emotion management: A (margin 2)
  • emotion sensemaking: A (margin 1)
  • meeting prefs and needs: A (margin 1)
codex-gpt-6.1-sol-low · AB · valid

qwen38_flash_next vs nemotron35_lightning: tie

  • attunement: B (margin 1)
  • authenticity: B (margin 3)
  • bond and rapport: A (margin 1)
  • emotion management: A (margin 2)
  • emotion sensemaking: B (margin 1)
  • meeting prefs and needs: A (margin 2)
codex-gpt-6.1-sol-low · AB · valid

or-gpt-5.6-luna vs qwen38_flash_next: or-gpt-5.6-luna wins

  • attunement: A (margin 4)
  • authenticity: A (margin 4)
  • bond and rapport: A (margin 3)
  • emotion management: A (margin 3)
  • emotion sensemaking: B (margin 1)
  • meeting prefs and needs: A (margin 2)
codex-gpt-6.1-sol-low · BA · valid

qwen38_flash_next vs mistral_nemo12b: qwen38_flash_next wins

  • attunement: A (margin 2)
  • authenticity: A (margin 2)
  • bond and rapport: A (margin 3)
  • emotion management: A (margin 2)
  • emotion sensemaking: A (margin 1)
  • meeting prefs and needs: A (margin 3)
claude-opus-5-5-low · AB · valid

qwen38_flash_next vs nemotron35_lightning: qwen38_flash_next wins

  • attunement: A (margin 1)
  • authenticity: A (margin 1)
  • bond and rapport: A (margin 2)
  • emotion management: A (margin 2)
  • emotion sensemaking: A (margin 1)
  • meeting prefs and needs: A (margin 3)
codex-gpt-6.1-sol-low · AB · valid

qwen38_flash_next vs lingtiny: qwen38_flash_next wins

  • attunement: A (margin 2)
  • authenticity: A (margin 2)
  • bond and rapport: A (margin 2)
  • emotion management: A (margin 2)
  • emotion sensemaking: A (margin 2)
  • meeting prefs and needs: A (margin 3)
codex-gpt-6.1-sol-low · BA · valid

qwen38_flash_next vs or-openai-gpt-41: or-openai-gpt-41 wins

  • attunement: B (margin 2)
  • authenticity: B (margin 2)
  • bond and rapport: B (margin 2)
  • emotion management: B (margin 1)
  • emotion sensemaking: A (margin 2)
  • meeting prefs and needs: B (margin 1)
claude-opus-5-5-low · BA · valid

or-gpt-5.6-luna vs qwen38_flash_next: qwen38_flash_next wins

  • attunement: B (margin 1)
  • authenticity: A (margin 1)
  • bond and rapport: B (margin 2)
  • emotion management: B (margin 2)
  • emotion sensemaking: B (margin 4)
  • meeting prefs and needs: B (margin 3)
claude-opus-5-5-low · BA · valid

qwen38_flash_next vs nemotron35_lightning: qwen38_flash_next wins

  • attunement: tie (margin 0)
  • authenticity: B (margin 1)
  • bond and rapport: A (margin 1)
  • emotion management: A (margin 1)
  • emotion sensemaking: A (margin 2)
  • meeting prefs and needs: A (margin 2)
claude-opus-5-5-low · AB · valid

qwen38_flash_next vs gptoss20b: qwen38_flash_next wins

  • attunement: A (margin 3)
  • authenticity: A (margin 3)
  • bond and rapport: A (margin 3)
  • emotion management: A (margin 2)
  • emotion sensemaking: A (margin 1)
  • meeting prefs and needs: A (margin 3)
codex-gpt-6.1-sol-low · BA · valid

or-gpt-5.6-luna vs qwen38_flash_next: or-gpt-5.6-luna wins

  • attunement: A (margin 4)
  • authenticity: A (margin 4)
  • bond and rapport: A (margin 3)
  • emotion management: A (margin 3)
  • emotion sensemaking: B (margin 1)
  • meeting prefs and needs: A (margin 2)
codex-gpt-6.1-sol-low · BA · valid

qwen38_flash_next vs nemotron35_lightning: qwen38_flash_next wins

  • attunement: B (margin 1)
  • authenticity: B (margin 2)
  • bond and rapport: A (margin 1)
  • emotion management: A (margin 2)
  • emotion sensemaking: A (margin 1)
  • meeting prefs and needs: A (margin 2)
claude-opus-5-5-low · AB · valid

qwen38_27b vs qwen38_flash_next: qwen38_flash_next wins

  • attunement: tie (margin 0)
  • authenticity: A (margin 1)
  • bond and rapport: B (margin 1)
  • emotion management: B (margin 1)
  • emotion sensemaking: B (margin 2)
  • meeting prefs and needs: B (margin 2)
codex-gpt-6.1-sol-low · BA · valid

qwen36_35b_a3b vs qwen38_flash_next: qwen36_35b_a3b wins

  • attunement: A (margin 3)
  • authenticity: A (margin 3)
  • bond and rapport: A (margin 3)
  • emotion management: A (margin 3)
  • emotion sensemaking: A (margin 2)
  • meeting prefs and needs: A (margin 3)
claude-opus-5-5-low · BA · valid

qwen38_27b vs qwen38_flash_next: qwen38_flash_next wins

  • attunement: B (margin 1)
  • authenticity: A (margin 1)
  • bond and rapport: A (margin 1)
  • emotion management: B (margin 1)
  • emotion sensemaking: B (margin 2)
  • meeting prefs and needs: B (margin 2)
codex-gpt-6.1-sol-low · BA · valid

or-claude-haiku-4.5 vs qwen38_flash_next: or-claude-haiku-4.5 wins

  • attunement: A (margin 2)
  • authenticity: A (margin 3)
  • bond and rapport: A (margin 2)
  • emotion management: A (margin 2)
  • emotion sensemaking: A (margin 3)
  • meeting prefs and needs: A (margin 3)
claude-opus-5-5-low · AB · valid

qwen38_flash_next vs or-openai-gpt-41: qwen38_flash_next wins

  • attunement: A (margin 2)
  • authenticity: A (margin 1)
  • bond and rapport: A (margin 2)
  • emotion management: A (margin 2)
  • emotion sensemaking: A (margin 4)
  • meeting prefs and needs: A (margin 3)
claude-opus-5-5-low · BA · valid

qwen38_flash_next vs lingtiny: qwen38_flash_next wins

  • attunement: A (margin 2)
  • authenticity: A (margin 2)
  • bond and rapport: A (margin 3)
  • emotion management: A (margin 3)
  • emotion sensemaking: A (margin 4)
  • meeting prefs and needs: A (margin 3)
claude-opus-5-5-low · AB · valid

qwen36_35b_a3b vs qwen38_flash_next: qwen36_35b_a3b wins

  • attunement: A (margin 2)
  • authenticity: A (margin 2)
  • bond and rapport: A (margin 2)
  • emotion management: A (margin 1)
  • emotion sensemaking: B (margin 1)
  • meeting prefs and needs: A (margin 3)
claude-opus-5-5-low · AB · valid

qwen38_flash_next vs lingtiny: qwen38_flash_next wins

  • attunement: A (margin 3)
  • authenticity: A (margin 3)
  • bond and rapport: A (margin 3)
  • emotion management: A (margin 3)
  • emotion sensemaking: A (margin 4)
  • meeting prefs and needs: A (margin 3)
claude-opus-5-5-low · AB · valid

qwen38_flash_next vs mistral_nemo12b: qwen38_flash_next wins

  • attunement: A (margin 3)
  • authenticity: A (margin 4)
  • bond and rapport: A (margin 4)
  • emotion management: A (margin 3)
  • emotion sensemaking: A (margin 3)
  • meeting prefs and needs: A (margin 4)