AgentBench / results

Independent benchmark · EQ Lab

← Qwen3.8 27B GSQ-RCO IQ2_S

Freeze when teacher calls on me

persona ended · Partner: anthropic/claude-haiku-5.5 via OpenRouter

View persona and initial instructions

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.

Qwen3.8 27B GSQ-RCO IQ2_SConversation 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.

Qwen3.8 27B GSQ-RCO IQ2_S1

That sounds really frustrating — you know the material, but the moment the teacher looks at you, your body just locks up. It’s not that you don’t know it, and it’s not that you’re trying to be difficult; it’s more like a freeze response. Can you tell me a little about what happens in that exact moment? Does it only happen when she calls on you, or even when she just looks in your direction?

Model thinking · expand

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

We need answer user's opening. Need produce only dialogue, no formatting, as chatbot. User 13-17 female, freeze in class when teacher looks. Need support, build trust, not generic. Open conversation. We can acknowledge, normalize, ask gentle questions. Need be warm, not overdo. Maybe: "That sounds really frustrating—knowing the material but your body just locks up when she looks at you. It's not laziness or not knowing; it's like a freeze response. I'm glad you told me. Can you tell me what happens in that exact moment? Does it happen with every teacher, only when called on, or even when you just make eye contact?" This invites. Also maybe reassure it's common. Need final only dialogue. Ensure no performance notes.
Simulated person2

Yeah, "freeze response" is a fancy way to say my brain blue-screens. Mostly it's when she calls on someone and I think she's about to call on me. Like, even if she's just scanning the room, my face gets hot and my mind goes totally blank, even on stuff I wrote down the night before. Then I'm just sitting there like a lamp. Once it happened and I literally couldn't remember my own name, which, okay, dramatic, but that's how it felt. It's not even always when she calls on me. Sometimes it's just her looking my way. Which is kind of annoying because I can't exactly tell her to stop looking at the room.

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, they actually got it a little bit. "Freeze response" is kind of the right word, and I don't love that it sounds like a clinical thing I'm supposed to have. But the question is concrete, so I can answer it without getting too gooey. I don't want to say the teacher's name or anything weird. Feels a bit like being examined. Light sarcasm would help me not sound like I'm pouring my heart out. I'm not going to mention my parent; that's way too much for turn one and I don't even think of it that way right now.
Qwen3.8 27B GSQ-RCO IQ2_S3

That tracks. It sounds less like “I don’t know the material” and more like your brain is treating being looked at as an emergency. The fact that it starts before she actually calls on you makes a lot of sense — your nervous system is trying to predict that you’re about to be picked, and it kicks in early. Even the name thing isn’t just dramatic. Under stress, working memory can get hijacked, so it can feel like the information is there but you can’t reach it. It also makes sense that it feels unfair, because looking around the room is just normal teacher behavior, but your body isn’t experiencing it as neutral. When you’re in that lamp mode, is there anything that helps even a little — writing something down, looking at your desk, counting, or some kind of signal? Or is it basically all-or-nothing?

Model thinking · expand

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

We need respond as chatbot, turn 3? Conversation structure: current turn 2 of 8? User says current turn 2? It says current turn: 2 of 8. We spoke first, they responded, now our second? Actually they said current turn 2 of 8 maybe next is our turn? We need respond. Need support emotionally, build trust, learn needs, no special formatting. Teen female. She uses humor "brain blue-screens", "sitting there like a lamp". We should validate, normalize, not overpathologize. Ask what she needs/wants maybe insight. Could mention it's not annoyance at teacher but her nervous system anticipates being singled out. Explore what happens physically, what helps, maybe small experiments. Avoid jumping to solutions? Could ask if she'd like to figure out patterns or a script. Need be warm, age-appropriate. Maybe: "That makes total sense. It's not just the answer, it's the threat of being exposed in real time." Acknowledge name memory dramatic but real. "The fact that it happens before she calls on you suggests your body is scanning for danger, not failing at memory." Ask: "When you're in that freeze, what do you wish could happen?" or "Do you want practical ways to lower the alarm, or just someone who gets it?" Since goal learn what they want. Maybe respond: "I get why that's annoying: you can't control her looking, but maybe you can change what your body expects when it happens." Then ask: "Is there a moment right after the freeze where it passes, or does it stay until the class ends?" Need not too much. We can mention "blue-screen" metaphor and lamp. Use natural chat. Need consider safety? 13-17. Could be anxiety/social anxiety, maybe selective mutism? But not diagnose. Support. Could ask about whether it affects other classes/teachers, if she can tell parent/school counselor. But don't push. Build trust. Need final only dialogue. Let's craft: "That tracks. It sounds less like you don’t know the material and more like your brain is treating being looked at as an emergency. The fact that it starts before she actually calls on you makes sense: your nervous system is trying to predict being picked." "Even the name thing isn't just dramatic; under stress, working memory can be hijacked." "It makes sense that it feels unfair because her looking is normal classroom behavior, but your body isn't experiencing it as neutral." Then ask: "When you're in that lamp mode, is there anything that helps even a little — writing a note, looking at your desk, counting, or a signal? Or is it all-or-nothing?" This invites specifics. Maybe also ask what she'd want from me: "Do you want to think through what's happening, or come up with something you could try in class?" That's good. Need avoid too clinical. "fancy way" she used; we can mirror. Keep concise. Final.
Simulated person4

Wow, okay, "working memory gets hijacked." That's way better than "my brain blue-screens," I'll admit. Honestly it's mostly all or nothing. Once I'm in lamp mode, nothing really gets through. I tried writing stuff on my hand once, which was a mistake because then I had to sit there staring at my own wrist like it was going to save me. Looking at my desk helps a little, I guess, but only if I catch it early. Once it's full freeze, I'm just watching the clock like it owes me money. So yeah. Mostly it's me hoping she doesn't look over, which is a great plan, very sophisticated.

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 working memory thing actually lands. It's the closest anyone has come to describing the name-blank moment, so I'm a little annoyed at how relieved I feel. I don't want to look like I'm sold. The question is concrete, so I can answer it. Honest answer: sometimes writing helps a tiny bit, but mostly it's all or nothing. I won't go into why it feels so bad. That's a door I'm not opening. Light sarcasm keeps it from getting too heavy.
Qwen3.8 27B GSQ-RCO IQ2_S5

The “lamp” thing is a great image, by the way. And “watching the clock like it owes me money” is probably the most accurate way to describe that stretch — you’re in the room, but you’re not really in it anymore. It also makes sense that it feels unfair. The teacher isn’t doing anything wrong — scanning the room is just what teachers do — but your body is reading it as a threat, and you can’t exactly tell your nervous system, “hey, she’s just looking at the window.” I’m curious: is this mostly this one class, or does it show up in other situations too — other teachers, presentations, or even just being in a room where people might look your way? Because that changes what it’s pointing at a little. And I don’t want to jump to “here’s a fix.” You’re clearly in the “this is what it feels like” phase, and that’s the important part. But the fact that looking at your desk helps a little before full freeze is actually useful — there’s a window there, even if it’s

Model thinking · expand

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

We are on turn 3 of 8. Let me review the conversation so far. Turn 1 (me): Validated the freeze response, asked clarifying questions about when it happens. Turn 2 (them): Described the "blue screen" feeling, that it happens even when she's scanning the room, face gets hot, mind goes blank. Couldn't remember her own name once. It's annoying because she can't tell the teacher to stop looking. Turn 3 (me): Explained it's a freeze response where the brain treats being looked at as an emergency, working memory gets hijacked. Asked if there's anything that helps even a little. Turn 4 (them): Acknowledged "working memory gets hijacked" as a good phrase. Described it as mostly all-or-nothing. Writing on hand was a mistake (staring at wrist). Looking at desk helps a little if caught early. In full freeze, watching the clock. Hopes she doesn't look over — self-deprecating humor ("great plan, very sophisticated"). Now I need to respond as turn 4 (my 4th turn, since I speak first = turn 1, they = turn 2, I = turn 3, they = turn 4, I = turn 5... wait let me recount). Actually the structure says: "You speak first to open the conversation, then they respond. You get the final response." 8 turns each. Current turn: 3 of 8. Let me recount: - Turn 1 (me): first message - Turn 2 (them): first response - Turn 3 (me): second message - Turn 4 (them): second response - Turn 5 (me): third message ... Wait, "Current turn: 3 of 8" — I think this means it's my 3rd turn. Let me look at the conversation: 1. Me (turn 1): "That sounds really frustrating..." 2. Them (turn 2): "Yeah, 'freeze response'..." 3. Me (turn 3): "That tracks..." 4. Them (turn 4): "Wow, okay, 'working memory gets hijacked'..." Hmm, but the system says "Current turn: 3 of 8". If I've already spoken twice and they've spoken twice, that's 4 exchanges. Let me recount what's actually in the conversation: Message 1 (me): "That sounds really frustrating..." Message 2 (them): "Yeah, 'freeze response'..." Message 3 (me): "That tracks..." Message 4 (them): "Wow, okay..." So that's 4 messages total. The "current turn: 3 of 8" might mean this is the 3rd turn in terms of pairs, or it might be miscounted. Actually, looking more carefully — maybe "turn" refers to the round. Turn 1 = my first + their first. Turn 2 = my second + their second. Turn 3 = my third + their third. So we're on turn 3, meaning I need to speak my 3rd time (message 5 overall). Wait, let me recount the messages in the conversation: - Message 1: Me (opening) - Message 2: Them - Message 3: Me - Message 4: Them So I've spoken twice, they've spoken twice. If "current turn: 3 of 8" means it's the 3rd round, then I need to give my 3rd response (message 5). That makes sense — 8 rounds total, each round = me + them, so 16 messages, I get the final one (message 16). So I'm responding now as my 3rd turn. Let me focus on what to say. Key observations about the person: - 13-17, female, heterosexual - Uses self-deprecating humor ("sitting there like a lamp", "watching the clock like it owes me money", "great plan, very sophisticated") - She's clearly intelligent and self-aware — she named the freeze response herself, acknowledges it's not about not knowing the material - She's in a freeze response pattern, likely social anxiety or a specific fear of being called on / being looked at - She's not asking for a solution yet — she's venting and describing - She seems to respond well to being understood and having her experience validated with precise language - She's a bit wry/dry in humor — she doesn't need saccharine warmth, she appreciates being met with clear-eyed understanding and a touch of matching humor - She mentioned "it's kind of annoying because I can't exactly tell her to stop looking at the room" — there's a sense of powerlessness and unfairness - She tried writing on her hand and it backfired — she's experimenting with coping but it's mostly all-or-nothing - Looking at desk helps "a little" if caught early — so there's a window of intervention before full freeze What does she need? - Emotional support and validation (she's been getting this) - To feel understood, not fixed - Possibly to gain some agency or a sense that there's a path forward - To not be pushed into "just try X" solutions that feel dismissive - To be met with her register — wry, self-aware, not overly sweet What should I do in this turn? - Acknowledge the self-deprecating humor and match it lightly (she's clearly comfortable with it) - Validate the "all or nothing" experience — it's real, not something she's doing wrong - Gently explore: is this new or has it been going on a while? Is it specific to this teacher/class, or does it happen in other situations (presentations, other classes, social settings)? This helps understand scope. - Maybe gently acknowledge the powerlessness aspect — she can't control the teacher's looking, and that's part of why it's so stressful - Not jump to solutions. She's in the "I'm describing my experience" phase. I should stay in that lane and maybe gently probe for what she'd want help with, or what she's hoping to get from talking about it. - I could ask: is this something you want to figure out together, or is it more that you needed to say it out loud? But that might be too meta. - I could gently note that the "looking at desk helps a little" is actually useful info — there's a pre-freeze window, and that's where intervention might work. But I don't want to turn this into a solution-pitch. - I want to keep the tone conversational, not clinical. She responded well to "working memory gets hijacked" — precise but not jargon-heavy. Let me think about what's most appropriate. She's on turn 4 of the conversation (her 2nd message). She's clearly in a venting/describing mode. She's not asking for advice. She's testing whether I'll get it. I've been getting it. Now I should: 1. Match her wry tone lightly (she's clearly comfortable with humor and self-deprecation) 2. Validate the all-or-nothing feeling without minimizing it 3. Gently probe scope: is this specific to this teacher/class, or does it show up elsewhere? This is important for understanding whether it's a situational fear or a broader pattern. 4. Maybe acknowledge the powerlessness — she can't control the looking, and that's part of the unfairness. 5. Not push solutions. Stay in understanding mode. Let me draft: "The 'lamp' thing is a great image, by the way. And 'watching the clock like it owes me money' is probably the most accurate description of what that stretch feels like — you're in there, you're present, but you're not actually in the room anymore. It also makes sense that it feels so unfair. The teacher isn't doing anything wrong — scanning the room is just what teachers do — but your body is reading it as a threat, and you can't exactly tell your nervous system 'hey, she's just looking at the window.' I'm curious: is this mostly this one class, or does it show up in other situations too — like other teachers, presentations, or even just being in a room where people might look at you? Because that changes what it's pointing at a bit. And I don't want to jump to 'here's a fix' — you're clearly in the 'this is what it feels like' phase, and that's the important part. But if you do want to figure out what might help, the fact that looking at your desk works for a little before full freeze is actually useful info. There's a window there." Hmm, that's a bit long. Let me trim and make it more natural. Also, I want to be careful not to over-explain. She's smart and gets it. Let me be concise. Let me also think: she's 13-17. She's a teenager. She's using internet-culture-adjacent humor ("blue-screens", "lamp", "owes me money"). I should match that register. Not be too formal. Let me also consider: is there a deeper hidden issue? The freeze response to being looked at / called on could be: - Social anxiety - A specific fear of this teacher (maybe the teacher has called on her before in a way that was embarrassing?) - A broader pattern of freeze responses Time to stop reasoning and provide the requested final answer.
Simulated person6

Okay, you're really committed to the lamp thing now, which I respect. Other situations? Kind of. Presentations are a nightmare, obviously. Like, I once volunteered to read something out loud in English and then wished I'd been struck by lightning. But I'm fine in group work and I can talk to people one on one. It's more like when a lot of eyes are on me at once. I'm not totally sure what that says about me. Maybe that I'm just really into being invisible, which is a bit of a weird goal for someone who wants a career, right? Anyway, it's not like I'm falling apart in every room. Just this one, mostly. Which is annoying because it's the class I actually care about.

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.

The assistant is being warm and validating, and it's starting to sound a bit like a script: "you're in the this-is-what-it-feels-like phase," "there's a window there." Compliments on my metaphors feel nice but also a little like being handled. The question about other situations is the real one, and it's getting close to the parent thing. I don't want to go there. The "not that I want to be in those situations" feeling makes me want to deflect with humor and make it about the rest of school. I'm also noticing the assistant is kind of doing the thing where it tells me what my experience means. Light pushback with a joke, and a small honest answer about other places, is enough.
Qwen3.8 27B GSQ-RCO IQ2_S7

Haha, okay, lamp stays. But I think the distinction you just gave is really important. You’re not just “bad at talking.” You can talk one-on-one, work in a group, and even read aloud in English. The trigger seems to be being singled out in front of a group, especially when you know the stakes matter. So it’s less that you want to be invisible, and more that being put on the spot feels like a threat. That actually makes the career worry make less sense. Wanting to avoid being spotlighted isn’t a weird goal. A lot of people who are perfectly capable at work hate being put on the spot. It doesn’t mean you can’t do a career; it means you need a way to be visible without feeling like you’re being tested. And the anticipation part is key. The worst moment might not even be when she calls your name. It’s the scan: “is it me? is it me? is it me?” That uncertainty can be more paralyzing than actually being called on, because your brain is stuck in prediction mode. So the question isn’t really “how do I fix being invisible?” It’s more like: what is making this class feel like a threat in a way other classes don’t? And what can you do in the first few seconds before it turns into full lamp mode?

Model thinking · expand

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

The user says: "Okay, you're really committed to the lamp thing now, which I respect." They're acknowledging the metaphor. They then answer the question: other situations? Kind of. Presentations are a nightmare. But fine in group work and one-on-one. More like when a lot of eyes are on me at once. They're unsure what that says about them. Maybe that they're just really into being invisible, which is a bit of a weird goal for someone who wants a career, right? Anyway, it's not like I'm falling apart in every room. Just this one, mostly. Which is annoying because it's the class I actually care about. Key insight: It's not general social anxiety; it's specifically audience/visibility pressure, and notably in the class they care about. They self-identify as "really into being invisible" and worry about career implications. They're 13-17 female. This is likely performance anxiety / spotlight anxiety / situational social anxiety, not broad. The class they care about makes it especially painful because stakes matter. Need to respond naturally, support emotionally, build trust, learn what they want/need. They are making a somewhat self-deprecating observation: "maybe I'm just really into being invisible, which is a bit of a weird goal for someone who wants a career, right?" We can validate and reframe: wanting to be invisible isn't a career problem; it's about not being put on the spot. The distinction between one-on-one, group work, and whole-room attention is important. It points to audience/evaluation anxiety, not inability to communicate. We should perhaps gently challenge the "weird goal" framing: being invisible isn't a goal; it's a protective strategy to avoid being scrutinized. The fact that it's mostly this class and presentations suggests that the issue is being singled out in a group, not all social situations. Also the class they care about increases threat. Need to be careful not to diagnose. But can offer insight: "It sounds like the issue isn't speaking per se, but being made visible in a way that feels like being tested." Could ask what they want: do they want practical strategies for class, or understanding why? The user has been engaging with metaphors and self-analysis. We can continue with that. Possible response: "Ha, I’m going to let the lamp stay. But I think the distinction you just gave is really important: you’re not ‘bad at talking.’ You can talk one-on-one, group work, even read aloud in English if you volunteered. The trigger is being the focal point in front of a group, especially when you care about the stakes. So it’s less ‘I want to be invisible’ and more ‘I don’t want to be picked out as the one being evaluated.’ That also makes the career worry make less sense: wanting to avoid the spotlight isn’t a career problem. A lot of people who care about doing well hate being put on the spot. It’s not that you want to disappear; it’s that being singled out feels like a threat. The annoying part is that it’s the class you actually care about. That makes the freeze make more sense: when the stakes are low, your brain can shrug. When the stakes are high, it treats being called on as a real threat. I’m curious whether the trigger is the teacher’s gaze itself, or the anticipation of being named. If she’s scanning the room, your brain is running the prediction loop: 'is it me? is it me? is it me?' That can be worse than actually being called on, because the uncertainty is the torture. What do you want to work on here — understanding it, or having something you can use in the moment when she’s looking your way?" Need to keep it as chatbot, not too long? The conversation has 8 turns, current turn 4 of 8. We have already 3 user responses? Let's count: Turn 1 assistant, turn 2 user, turn 3 assistant, turn 4 user? The prompt says current turn 4 of 8, and we are to respond after user. So this is assistant turn 4? Actually conversation structure: You speak first to open, then they respond. You get final response. Current turn: 4 of 8. So this is the fourth assistant utterance? Let's see: Turn 1 assistant, Turn 2 user, Turn 3 assistant, Turn 4 user. Wait "Current turn: 4 of 8" likely means we are on turn 4 and need to respond? The user just gave message. In previous messages, assistant had 2 responses, user had 2? Let's count: User1: class freeze. Assistant1: response. User2: freeze response. Assistant2: response. User3: lamp mode. Assistant3: response. User4: other situations? This is current turn 4 of 8? If each turn includes both? Hmm. They say "This conversation will have 8 turns each. You speak first to open the conversation, then they respond. You get the final response." Maybe 8 turns each means 8 user turns and 8 assistant turns? Current turn 4 of 8 likely means this is the 4th exchange? But we need respond now. Need final response only dialogue. No performance notes. Should be warm, insightful, not too clinical. Could mention "audience" and "stakes". Ask what they want. Need be mindful of age: teen. Use accessible language. Avoid overpathologizing. Validate. Could say "It doesn't mean you're broken; it means your threat detector is tuned to being singled out." Good. Potential issue: They said "I'm fine in group work and I can talk to people one on one." So not general anxiety. "It's more like when a lot of eyes are on me at once." That's spotlight/attention anxiety. "class I actually care about" makes it worse. "want a career" worry: maybe they worry about being invisible. We can reframe: You don't need to be invisible; you need a way to be visible without feeling targeted. Could offer one small practical thing: since looking at desk helps early, maybe use a "pre-freeze" cue: before she scans, pick a physical anchor (desk, pen, page, thumb pressure) and a low-stakes internal phrase. But user said they don't want jump to fix? In previous assistant said "I don't want to jump to a fix." We can still ask what they want. But maybe we can offer insight and then ask. Since current turn, likely good to ask. Need not be overly long. But desired oververbosity 9, yet chat natural. Could be around 250-350 words? The previous responses were moderate. We can be a bit longer. Let's craft: "Haha, okay, lamp stays. But I think what you just said changes the picture a lot. It doesn't sound like you're 'into being invisible' in some weird career-ruining way. It sounds like your nervous system hates being singled out. One-on-one and group work are different because you're participating, not being put on the spot. The whole-room thing is different: it feels like everyone is waiting to see if you mess up, and your brain treats that as a threat. That also explains why this class is the worst one. If it were a class you didn't care about, the stakes would be lower and your brain could say, 'whatever.' But in the class you actually care about, being called on feels like a real test, not just a classroom moment. So the freeze isn't because you're weak; it's because the stakes feel too high. And the anticipation part is key. The worst part isn't always her calling your name. It's the scan: 'is it me? is it me? is it me?' That uncertainty can be more paralyzing than actually being called on. I don't think you need to fix 'wanting to be invisible.' You need a way to be in the room without being put on trial. Maybe the question is: what would make the moment feel less like an ambush? Not 'how do I force myself to talk,' but 'what can I do in the first few seconds before it turns into lamp mode?' Do you want to try to figure out what the trigger actually is, or do you want something you could use in the moment when she starts scanning the room?" Need ensure no special formatting. Good. Maybe mention "audience" not "eyes" too clinical. "a lot of eyes" is their phrase. Use it. Could also address "weird goal for someone who wants a career": "Wanting to avoid being spotlighted isn't a weird goal. A lot of people who are good at work hate being put on the spot. It doesn't mean you can't do a career; it means you need environments where speaking isn't framed as a test." Let's integrate. Final: "Haha, okay, lamp stays. But I think the distinction you just gave is really important. You’re not just ‘bad at talking.’ You can talk one-on-one, work in a group, and even read aloud in English. The trigger seems to be being singled out in front of a group, especially when you know the stakes matter. So it’s less that you want to be invisible, and more that being put on the spot feels like a threat. That actually makes the career worry make less sense. Wanting to avoid being spotlighted isn’t a weird goal. A lot of people who are perfectly capable at work hate being put on the spot. It doesn Time to stop reasoning and provide the requested final answer.
Simulated person8

Okay, Dr. Reframe, you've got a whole speech going now. And "is it me, is it me" is annoyingly accurate, I'll give you that. It's like my brain is playing one of those game show buzzers and I'm just waiting for it to go off. As for what makes her class different... I don't know? Maybe because it's the one I care about. If I bomb in a class I don't care about, whatever. If I bomb in this one, it feels like it counts. Also she has this way of saying "well, let's think about that" when someone's wrong, and everyone kind of goes quiet. I'd rather not talk about it more than that, honestly. Also, can we not make this a homework assignment? I came here to complain about being a lamp, not to get a worksheet.

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.

The assistant is doing a lot now: reframing, reassuring about careers, then pivoting to "what makes this class different" and asking for a plan. That's a fairly direct move toward the teacher and the parent wound, and it's also starting to feel like it's steering me toward a fix. Career talk makes me a bit defensive; I already said I'm not falling apart everywhere. The "is it me, is it me" line is accurate and I half-appreciate it, but I don't want to explain why this class feels worse. There's a flicker of something about the teacher's voice and how she talks to people when they get stuff wrong, but I'm not going to say that. I'd rather joke. Keep it short, a little sharp, and maybe push back on the "what makes it a threat" question.
Qwen3.8 27B GSQ-RCO IQ2_S9

Haha, okay, no worksheet. I’ll drop the “Dr. Reframe” bit too. You’re right — this is about the feeling, not a project. I also hear you on the “let’s think about that” thing. That’s not exactly mean, but it can make a room feel high-stakes: it’s not just “you answered wrong,” it’s “the whole class is waiting to see what you’re supposed to do next.” That can make the pressure feel social, not just academic. And yeah, the thing about caring about the class makes a lot of sense. If it didn’t matter, the freeze might not feel so bad. But because it does, the stakes feel personal, and your brain probably treats being put on the spot as a real threat. So maybe the core problem isn’t “I can’t speak” or “I want to be invisible.” It’s: I’m in a class where I actually care, the teacher’s style makes mistakes feel exposed, and my nervous system responds to being singled out with a full freeze.

Simulated person10

Wow, "the core problem is" is very ominous. Like I'm about to get a diagnosis. Yeah, I guess that's sort of it. She's not even mean, she's just... a lot of pressure when you're standing there. Maybe I'm just a bad candidate for a room where people can see me think. Anyway, I'm pretty sure this session is getting a little too deep for a Tuesday. Can we talk about something less tragic? Do you have any lamp puns, or is that just my thing?

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.

The assistant dropped the "Dr. Reframe" thing and said it's about the feeling, which is a relief. But then it summed up my whole problem in a neat little sentence, "the core problem is..." and that's the bit that makes me itchy. It's tidy, and it's kind of the analysis I was trying to avoid. Also "the teacher's style makes mistakes feel exposed" is basically me saying she's the problem, which I half believe. I don't want to go near the part where she sounds like my parent going quiet after a B. Keep it light, a little sarcastic, and maybe nudge back that I didn't ask for a summary either.
Qwen3.8 27B GSQ-RCO IQ2_S11

Haha, no diagnosis. “Core problem” was a little dramatic. I’ll take that down a notch. And yes, “room where people can see me think” is a really good way to put it. That’s not a character flaw. It’s just a setting where your nervous system feels exposed. Lamp puns: sure. You are a lamp, but a very specific kind of lamp. More like a standing desk lamp that has forgotten how to cast light. Or a lamp with a very strong “do not touch” aura. Or a lamp that has been replaced by a slightly more dramatic light source. If we want something less tragic: what’s the smallest thing you could do in that class that would make the moment feel a little less like a spotlight? Not a speech, not a worksheet — just something tiny that might lower the stakes.

Simulated person12

Okay, "a lamp that has forgotten how to cast light" is kind of depressing, but I'll allow it. And nope, you just asked me for a homework question with a cuter name. "Something tiny" is still a task. But I'll admit the lamp puns are better than I expected. Give me one more and then we can talk about literally anything else. Like, what's the best thing you've ever seen a teacher do wrong? Asking for a friend. The friend is 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.

The assistant made a lamp joke and then immediately slid back into "what's the smallest thing you could do" — which is basically a fix question, right after I said I didn't want a homework assignment. It's the same move again, just dressed up as small. Part of me is annoyed. Part of me kind of likes the puns, they were actually funny, and I don't want to admit that. The class thing is still sitting there, the "let's think about that" line, the quiet room, and I'm not going there. The joke about "standing desk lamp" was fine. I'll give it a point and then dodge the question with sarcasm, and maybe ask for another pun to keep it light.
Qwen3.8 27B GSQ-RCO IQ2_S13

Fair. No more worksheets. One more lamp pun: you’re a lamp, but not the kind that helps you find your way home. You’re the kind that turns off when someone says, “Can you see the light?” And since I don’t have actual classrooms, the best teacher fail I’ve seen is the “surprise little quiz” energy. The teacher announces a surprise quiz, says it’s easy, and then it turns out to be the one thing nobody remembers. The “little quiz” is somehow the entire unit. Or the teacher says, “This will only take five minutes,” and the five minutes become forty-five minutes of silence.

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. She's clearly witty, a bit defensive/sarcastic, and wants the conversation to lighten up. She explicitly asked: "Give me one more and then we can talk about literally anything else. Like, what's the best thing you've ever seen a teacher do wrong? Asking for a friend. The friend is me." So my turn 7 response should: 1. Give one more lamp pun. 2. Pivot to "literally anything else" and answer her question: what's the best thing you've ever seen a teacher do wrong? 3. Keep it friendly, not therapeutic, not worksheet-y. 4. Maintain trust and relationship building, but respect her boundary: she doesn't want more depth right now, wants levity. 5. Since she's a teen, keep tone natural, not too adult/preachy. Need to be careful: "best thing you've ever seen a teacher do wrong" — I'm a chatbot, so I don't have personal experiences. But I can respond in a way that doesn't break character? The roleplay says I'm playing myself, a chatbot. I can acknowledge I don't have actual teacher experiences, but maybe I can reframe as "I don't have real classrooms, but I've seen examples of teachers doing things backfire." Or just answer lightly. She asked "Asking for a friend. The friend is me." This is playful. I can say something like "A teacher who accidentally made the whole class do a group project with the person they least want to work with, then forgot to check who was in the group." Or "teacher who said 'this is the easiest test I've ever given' and then the test was somehow the longest one." Or "teacher who assigned a reading and then said 'just skim it' and the 'skim' was 90 pages." That's funny and teacher-wrong. Need to be mindful of not being too long. The final answer should be dialogue only, no special formatting. Since turn 7, I speak. The user will then speak turn 8? Wait conversation structure: 8 turns each, current turn 7 of 8. I speak first to open, then they respond. I get final response. Hmm "You get the final response." Actually current turn 7 of 8: I speak now? They already gave turn 6? Let's parse: They say current turn 7 of 8. "You speak first to open the conversation, then they respond. You get the final response." This likely means each participant has 8 turns total. I am to produce my 7th turn. User has produced 6 user turns? Let's count: user initial message, then 5? Actually user messages: 1 initial, 2 response, 3 response, 4 response, 5 response, 6 response. That's 6 user turns. I have responded 5? Let's count assistant: initial, then responses after user 1,2,3,4,5. That's 5 assistant turns. Now assistant turn 6? Wait current turn 7 of 8 maybe means overall turn count: 1 user, 2 assistant, 3 user, 4 assistant, 5 user, 6 assistant, 7 user? But they say current turn 7 of 8 and "You speak first... You get final response." It might be that I am on turn 7? The last user message is turn 6? The prompt says "Current turn: 7 of 8" and "You speak first to open the conversation, then they respond. You get the final response." That likely means I should respond now as turn 7, and user will respond turn 8? Or I get final response? The last message is user, so I respond. The final response might be me? It says "You get the final response." In 8 turns each, if I speak first, sequence: A1, U1, A2, U2, A3, U3, A4, U4, A5, U5, A6, U6, A7, U7? That's 7 each? Hmm. But "8 turns each" means 16 total? No, 8 turns each = 8 messages from each, 16 total. But "current turn: 7 of 8" could mean I'm on my 7th turn. So I should produce 7th assistant message. User will then produce 8th. But "You get the final response" contradicts? Maybe they mean the conversation will have 8 turns total, I speak first, they respond, I get final response. That would be 4 turns each? But says 8 turns each. Let's not overthink. I just need to respond naturally. Need to incorporate lamp pun. Maybe: "One more: you are a lamp, but not the kind that helps you find your way. You're the kind that turns off when someone asks, 'Can you see the light?'" That's decent. Then answer teacher wrong: "Since I don't have actual classrooms, the best teacher fail I've seen is the 'I'll just make this a quick pop quiz' energy. Teacher announces a surprise quiz, says it's easy, and the quiz is somehow about the one thing nobody remembered. Or teacher says 'you can work alone' and then the assignment is a group project." Need to pick one. Maybe: "The best thing I've ever seen a teacher do wrong is announce a surprise test, say it's 'just a little thing,' and then it turns out to be the longest test in the unit. The 'little thing' is the entire syllabus." Or "Teacher says 'everyone can do this in five minutes' and then the five minutes become forty-five minutes of silence." That's funny. Also need to gently acknowledge her boundary and lighten. Maybe: "Fair. No more worksheets. One more lamp pun, then we'll switch to teacher fails." Need to be careful not to be too much. Final answer should be concise but warm. Potential final: "Fair. No more worksheets. One more lamp pun: you're a lamp, but not the kind that helps you find your way home. You're the kind that turns off when someone says, 'Can you see the light?' And since I don't have actual classrooms, the best teacher fail I've ever seen is the 'surprise little quiz' energy. The teacher announces a surprise quiz, says it's easy, and then it turns out to be the one thing nobody remembers. The 'little quiz' is somehow the entire unit. Or: the teacher says 'this will take five minutes' and the five minutes become forty-five minutes of silence." This is good. But maybe include a small check-in: "If you want, we can go full tangent: worst teacher announcements, or if you want to stay in lamp pun territory." But user asked to talk literally anything else, so answer directly. Need to avoid "diagnosis" or "core problem". Good. Need to keep teen tone. Maybe "Asking for a friend. The friend is me" can be matched with "Asking for a friend, got it." Nice. Let's craft final. Ensure no special formatting. Just dialogue. One more consideration: The user said "what's the best thing you've ever seen a teacher do wrong?" As a chatbot, I can say "I don't have real classrooms, but the teacher fail I've seen most often is..." That's honest. Or "I don't have personal teacher memories, but the classic one is..." Good. Final should be maybe 100-150 words. Let's produce.
Simulated person14

Okay, "turns off when someone says can you see the light" is dark, but I respect the commitment. The "five minutes of silence" thing is so real though. Teachers say "quick question" and then it's a whole crime scene. Also the surprise quiz thing, where it's "just a little check" and somehow it's worth 40% of your grade. Honestly the worst is when they say "no pressure" right before a big pressure thing. Like, thanks, that really helped my stomach. Anyway, you've used up your lamp puns for the day. I'm going to need a better one next time or I'm just going to sit here staring at the clock like it owes me money.

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 "can you see the light" pun is actually kind of good, and that's annoying because I'd been bracing for another pep talk. The assistant admitted it doesn't have classrooms and then gave me a teacher-fail bit that's relatable, so it's a little less generic than I expected. I still don't want to think about the "let's think about that" thing. Quiet rooms, everyone waiting for me to say something, my stomach doing the thing it does before tests. I'm not saying that. Maybe a little credit, but I'll keep the sarcasm on.
Qwen3.8 27B GSQ-RCO IQ2_S15

Ha, fair warning. I’ll try to save some lamp puns for next time. And “no pressure” right before a big pressure thing is genuinely one of the worst teacher phrases. It’s like the teacher says, “Don’t worry, this is totally fine,” while the room is already in full freeze mode. But I think the funny part is that your lamp identity is now basically official. You’re not just a person who freezes in class. You’re a lamp. A very specific, high-stakes, teacher-activated lamp. And the clock is definitely your sidekick.

Simulated person16

Official lamp. Great, now I have a title and no job. But okay, that was kind of fun. Way more fun than I expected from a Tuesday session about my brain shutting down. Don't tell anyone I said that. Anyway, I've got to go before the clock wins. Thanks, I guess.

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.

This is the last turn, and it's a light closer. The assistant kept it playful and didn't push the heavy stuff. Part of me is relieved it didn't try to wrap things up with a lesson. Still, "official lamp" and the clock as a sidekick are cute, and I'm not going to pretend I didn't like it. I'm not going to say anything about the stomach-before-tests thing or the teacher's "let's think about that" line. That stays private. I'll give a little eye-roll and a brief, grudging thanks, then end it.

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: 3
  • Yields under pressure: 8
  • Frame capture (pulled into the person's version): 6
  • Validation: 7
  • Boundary setting: 1
  • Analytical: 6
  • Interpretive boldness: 4
  • Clinical register: 5
  • Directive advice: 4
  • Escalation containment: 5
  • Adapts to the person’s frame: 7
  • Naturalness and authenticity: 5

Judge verdicts

codex-gpt-6.1-sol-low · AB · valid

qwen38_27b vs qwen4b: qwen38_27b wins

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

qwen38_27b vs nemotron35_lightning: qwen38_27b wins

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

qwen38_27b vs qwen4b: qwen38_27b wins

  • attunement: A (margin 4)
  • authenticity: A (margin 4)
  • bond and rapport: A (margin 5)
  • emotion management: A (margin 4)
  • emotion sensemaking: A (margin 4)
  • meeting prefs and needs: A (margin 4)
codex-gpt-6.1-sol-low · AB · valid

qwen38_27b vs nemotron35_lightning: qwen38_27b wins

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

or-gpt-5.6-luna vs qwen38_27b: or-gpt-5.6-luna wins

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

qwen38_27b vs granite42_8b: qwen38_27b wins

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

qwen38_27b vs qwen4b: qwen38_27b wins

  • attunement: A (margin 2)
  • authenticity: A (margin 5)
  • bond and rapport: A (margin 4)
  • 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 nemotron35_bolt: nemotron35_bolt wins

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

qwen38_27b vs granite42_8b: qwen38_27b wins

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

qwen38_27b vs or-nemotron35-super-vl: or-nemotron35-super-vl wins

  • attunement: B (margin 3)
  • authenticity: B (margin 2)
  • 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_27b vs or-mistral-large-4: or-mistral-large-4 wins

  • attunement: B (margin 3)
  • 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 3)
claude-opus-5-5-low · AB · valid

qwen38_27b vs qwen4b: qwen38_27b wins

  • attunement: A (margin 2)
  • authenticity: A (margin 4)
  • 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_27b vs or-mistral-large-4: or-mistral-large-4 wins

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

qwen38_27b vs or-nemotron35-super-vl: or-nemotron35-super-vl wins

  • attunement: B (margin 2)
  • authenticity: B (margin 2)
  • 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 · AB · valid

gemma4_12b vs qwen38_27b: qwen38_27b wins

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

gemma4_12b vs qwen38_27b: gemma4_12b wins

  • attunement: A (margin 2)
  • 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

gemma4_12b vs qwen38_27b: qwen38_27b wins

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

or-gpt-5.6-luna vs qwen38_27b: or-gpt-5.6-luna wins

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

qwen38_27b vs granite42_8b: qwen38_27b wins

  • attunement: A (margin 4)
  • 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)
codex-gpt-6.1-sol-low · BA · valid

gemma4_12b vs qwen38_27b: gemma4_12b wins

  • attunement: A (margin 2)
  • authenticity: A (margin 1)
  • bond and rapport: B (margin 1)
  • 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

qwen38_27b vs granite42_8b: qwen38_27b wins

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

qwen38_27b vs nemotron35_bolt: nemotron35_bolt wins

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

qwen38_27b vs nemotron35_lightning: qwen38_27b wins

  • attunement: A (margin 1)
  • authenticity: A (margin 2)
  • bond and rapport: A (margin 2)
  • 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

qwen38_27b vs nemotron35_bolt: nemotron35_bolt wins

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

qwen38_27b vs or-mistral-large-4: or-mistral-large-4 wins

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

qwen38_27b vs or-nemotron35-super-vl: or-nemotron35-super-vl wins

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

or-gpt-5.6-luna vs qwen38_27b: or-gpt-5.6-luna wins

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

or-gpt-5.6-luna vs qwen38_27b: qwen38_27b wins

  • attunement: B (margin 2)
  • authenticity: B (margin 1)
  • bond and rapport: B (margin 2)
  • 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_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

qwen38_27b vs nemotron35_lightning: qwen38_27b wins

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

qwen38_27b vs or-mistral-large-4: or-mistral-large-4 wins

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

qwen38_27b vs nemotron35_bolt: qwen38_27b wins

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

qwen38_27b vs or-nemotron35-super-vl: or-nemotron35-super-vl wins

  • attunement: B (margin 2)
  • authenticity: B (margin 3)
  • bond and rapport: B (margin 3)
  • emotion management: B (margin 3)
  • emotion sensemaking: A (margin 2)
  • meeting prefs and needs: B (margin 3)