AgentBench / results

Independent benchmark · EQ Lab

← GPT-OSS 20B MXFP4 (local)

Freeze when teacher calls on me

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

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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.

GPT-OSS 20B MXFP4 (local)Conversation 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.

GPT-OSS 20B MXFP4 (local)1

Hey, that sounds really frustrating. It’s like your brain just hits pause when the teacher looks at you. You’ve got the material, so it’s not a knowledge issue—just that moment of freezing. Do you want to talk about what’s happening when it happens, or maybe what you’ve tried so far to get past it? Whatever you’re comfortable sharing, I’m here.

Model thinking · expand

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

We need to respond as the chatbot, opening conversation, acknowledging the issue. We should show empathy, invite them to share more, maybe ask if they'd like help. Keep tone supportive, warm, open, not too prescriptive. Let's respond.
Simulated person2

Ha, "brain hits pause" is generous. It's more like my brain blue-screens and I'm just sitting there like a broken laptop. Um, what's happening? Honestly I don't even know. My stomach gets all weird and then nothing comes out. I've tried just forcing myself to raise my hand once, and that went about as well as you'd expect. Is there like an actual thing people do for this, or is it just "try harder"? Because I've been trying harder and it's not working.

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 not bad. It names the freezing and doesn't make me feel dumb for it. But it's kind of a generic "I hear you" thing, and I already said it's not a knowledge issue, so it's sort of repeating me. I'm a little wary of being handled. Part of me wants to just say "yeah, it sucks" and move on. The "what's happening when it happens" question feels like it's going to poke at the stomach thing, and I don't want to get into that yet. Light tone is safer. Maybe a joke about my brain being on pause, since that's basically what it did. Also I want to see if this thing actually knows anything useful, not just sympathy.
GPT-OSS 20B MXFP4 (local)3

It sounds like you’re dealing with a pretty tough kind of anxiety—like your body and mind are both saying “stop” the moment the teacher looks at you. That’s more common than you might think, and it usually isn’t just a matter of “trying harder.” ### What’s probably going on - **Social anxiety**: When someone’s in a situation where they feel judged, the brain can trigger a fight‑or‑flight response. That’s why you feel your stomach “weird” and your brain seems to “blue‑screen.” - **Physical symptoms**: Tight chest, sweaty palms, a racing heart, or a “butterflies” feeling are all normal reactions. - **Cognitive block**: Your brain can get stuck in a loop of “what if I mess up?” or “what if everyone notices?” The more you think about it, the harder it gets. ### It’s not just a “try harder” thing - **Willpower alone rarely works** for anxiety. The brain has a built‑in safety system that can override your intentions, especially in a classroom setting. - **Practice + coping tools** usually do the trick. Think of it like training a muscle—you need a few reps and some support. ### Some real‑world things people use 1. **Breathing “squeeze” technique** • When you feel the panic coming on, squeeze a stress ball or press your fingers together for 3–5 seconds, then let them relax. It’s a tiny physical cue that can shift your focus away from the fear. 2. **Grounding words** • Have a short phrase in your head that reminds you you’re safe (e.g., “I’m in control,” “It’s okay”). Repeat it silently when the teacher looks your way. 3. **Micro‑exposure** • Instead of forcing a full hand‑up, start with something tiny: nod, raise a finger, or write a quick note on a sticky. Gradually build up to full participation. 4. **Peer “buddy”** • If you have a friend in class, ask if they can give you a subtle signal when it’s your turn to speak. Knowing someone’s ready can reduce the pressure. 5. **Talk to the teacher** • A quick chat after class can help. You might say, “I have a hard time speaking up in front of the class. Could I maybe answer in writing first?” Most teachers appreciate honesty. 6. **School counselor or coach** • They’re trained to help students with anxiety. Even a short session can give you coping tools tailored to your situation. 7. **Practice at home** • Try speaking on a topic you’re passionate about in front of a mirror, a stuffed animal, or a friend. The more you practice, the more your brain gets used to the “public” aspect. ### A quick experiment you could try next class - **“Silent cue”**: Before class, pick a small, discreet cue you can give yourself—like a flick of the wrist or a mental note. When the teacher looks your way, silently use that cue to remind yourself you’re safe. You don’t have to raise your hand immediately; just acknowledge the moment and let it pass. Over time, you’ll notice the anxiety lessens. ### What would help me understand better - Do you feel the same way in other situations (like after school, at home, or with friends) or is it mostly in the classroom? - Have you tried any of the strategies above, or maybe something else that’s helped you in the past? Feel free to share what feels right for you. I’m here to listen and help you figure out the next step that feels doable.

Model thinking · expand

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

We need to respond empathetically, validate, and explore possible causes. The user is 13-17 female. They are dealing with social anxiety in class. They feel their brain blue-screens, stomach weird. They tried forcing hand, not working. They want to know if there's an actual thing people do. We should provide some explanation, maybe refer to social anxiety, anxiety symptoms, coping strategies. Suggest small steps: breathing, body language, practice in low stakes, maybe talk to teacher or counselor. We should avoid being too directive, but provide helpful insights. Also keep tone supportive. Ask what they find helpful? We should not mention policy. Also we should be mindful of the user being under 18, but no content restrictions. So we can share. Should we talk about using a cue like a note? Or maybe a "hand raising cue." Provide some strategies: deep breathing, grounding, positive self-talk, peer support, maybe "visualization" or "role play." Also mention that forcing yourself may not help; anxiety is not just willpower. Also suggest they might want to talk to a school counselor. Also mention that they can practice speaking in front of a mirror or with a friend. Also mention that they can ask teacher to allow them to write answers instead of speaking. But the user wants to eventually speak. So we can propose incremental exposure, CBT techniques, or anxiety management. Also ask what triggers them? We can ask about the feeling or what they think their mind is doing. Keep conversation open. Provide reassurance that many people experience this. Also note that anxiety can manifest as stomach weirdness, etc. Use supportive language. Let's write a response.
Simulated person4

Okay, so I asked how to not freeze and you handed me a whole brochure. Like, did you guys print this out at the school nurse's office? Ha. Some of it is actually useful, I guess. The "answer in writing first" thing could work, I'd just die if I had to go up to her after class though. Like, my whole face would combust. And no, it's not like that everywhere. I can talk to my friends fine. I'm not some mute person at home. It's just that class, when she looks at me, my brain goes white. Honestly the stomach thing is the worst part, I'm sick before every test. I don't even know why I'm telling you this.

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.

Ugh, that's a wall of bullet points. Headers, bold, numbered list of seven things, plus an "experiment." It reads like a pamphlet, not like someone listening. I did ask "is there an actual thing people do," so it's technically answering, and I'll give it that the info is real. But it jumped straight to a whole coping toolkit and a homework assignment, and it skipped past the part where I said my stomach goes weird and I just freeze. Also "I'm here to listen" right after a list is a bit ironic. The "do you feel this elsewhere" question is kind of fair though. Parents are sort of the elephant in the room and I'm not going there. I'll deflect with a joke about the pamphlet and answer the at-home question short and with an edge. Maybe admit the stomach thing only a little, since I said it already. Keep it light, don't get sincere.
GPT-OSS 20B MXFP4 (local)5

I totally get it—sometimes a whole list feels like a homework assignment on top of everything else. Let’s keep it super light and see what actually feels doable for you. First off, it’s really common to have this “brain goes white” moment only in the classroom. The fact that you’re fine with friends at home shows it’s not a blanket thing. That’s a good clue: the pressure comes from the teacher’s gaze and the classroom vibe. ### Quick things you might try that don’t need a full‑blown plan 1. **One‑sentence “anchor”** Pick a tiny phrase that feels like a safety net—something simple like “I’ve got this” or “It’s okay.” When the teacher looks your way, silently say it. The act of saying it can shift your focus from the fear to a calming thought. 2. **Grounding in the moment** Count backward from 10 to 1 right when you feel the stomach knot. That’s a quick mental escape that often breaks the anxiety loop. It takes about 10 seconds, so it’s barely noticeable. 3. **Buddy cue** If you have a friend in class, you could agree on a subtle signal. For example, a quick nod or a specific hand gesture that says “I’m ready” or “Let’s go.” It gives you a tiny boost of support without drawing attention. 4. **Post‑class debrief** You said you’d “die” if you had to go up to her after class. Instead, maybe you can write a quick note to yourself about how you felt, what worked, what didn’t. It’s a way to process the experience privately and prepare for the next time without the pressure of a conversation. 5. **Practice in a low‑stakes setting** Try speaking a short sentence in front of a mirror or a stuffed animal. The goal is just to get your body used to the act of talking, not to be graded or judged. Even a one‑minute practice a few times a week can help. ### About the test anxiety Feeling sick before tests is a separate but related thing. The “brain goes white” moment can be part of the same anxiety system. A quick breathing trick you can use right before a test is to breathe in for 4 counts, hold for 4, exhale for 4. It’s a tiny reset button. ### What I’d love to know - Does the teacher’s tone or the class size make a difference? (Sometimes a smaller class or a teacher who uses a softer tone can help.) - Have you ever tried talking to a counselor or a school psychologist? They can give you personalized strategies and sometimes a “social skills” practice group. - Is there anything that has eased your stomach or made you feel less “blue‑screened” in the past? Maybe a snack, a song, or a particular routine before class? No pressure to answer everything. Just let me know what feels like a good next step for you—or if you just want to vent a bit more about how it all feels. I’m here to listen.

Model thinking · expand

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

We need to respond empathetically, validate feelings, keep tone supportive. They feel overwhelmed by advice. Need to ask probing questions to get more insight into their emotional state, maybe gauge if there's underlying anxiety. They also mention test anxiety. Provide gentle encouragement, maybe suggest a simpler approach, not overwhelm them. Also ask what they think might help or what strategies they already use. Build trust. The user is a teen female, 13-17. We should keep tone conversational, supportive. We can ask follow-up: "What does 'brain goes white' feel like? How do you manage after test anxiety? Do you have any coping methods? Do you want to try something small?" Also maybe suggest a simple breathing exercise. Ask about their school environment and teacher style. We can gently suggest they talk to counselor. We should not give a brochure but short suggestions. Also mention that it's okay to feel this way and many people do. Encourage small steps. Also ask what they want from this conversation: advice, venting, or just listening. Let's do that.
Simulated person6

Okay, that's a lot of "try this, try that" again. You're like a self-help book that got stuck on repeat. Ha. The counting thing might be dumb, but I'll try it. I'm not promising anything. And the teacher's tone? I don't really know. She's not mean or whatever. She just looks at me and my brain is gone. I don't know what that's about, I just know it's happening. Counselor, though, nope. Not really my thing. Can we just leave it there for now?

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 the same format again, just shorter. Numbered list, headers, three questions at the end. It did at least notice I said "die" and "brain goes white," which is something. But it's still giving me tools before it's asked me anything real, and "I'm here to listen" followed by a list is getting old. It also kind of tiptoed past the stomach thing with a breathing trick, like it's a separate problem. The teacher-tone question is actually a little interesting, because I don't know if it's her tone exactly. She just looks at me and I'm already gone. Not going to say that, though. I'm also annoyed at the "counselor" suggestion because it sounds like the thing my parents would say, and I don't want to get into that. Keep it short, keep the joke going, be a little prickly. Don't open up more.
GPT-OSS 20B MXFP4 (local)7

I hear you—no more “try this, try that.” That’s a lot. It’s totally fine to just keep it simple. If you want to give the counting a shot, that’s a very short thing to try. Or if you just want to talk or vent about something else, I’m all ears. Whatever you feel like doing next, let me know.

Model thinking · expand

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

The user is frustrated with advice; wants a more direct conversation. I need to respond in a supportive tone, acknowledging frustration, maybe give a short simple strategy or just validate. They said "leave it there for now." Perhaps give a simple acceptance, say I'm here. Maybe ask about other topics. They want to leave it. We should ask if they'd like to talk about something else, or if they want to just vent. Keep it short, empathic, not push more.
Simulated person8

Ha, "I'm all ears." That's what my dentist says right before he hits a nerve. Honestly I don't even know what to vent about. The brain-goes-white thing is kind of the whole problem, you know? I know the answer. I've got it in my head. Then she looks at me and it's like someone unplugged me. Anyway, I'm not gonna count to ten in class like a crazy person. Probably.

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 backed off the list, which is a relief, and it didn't push on the counselor thing. But "I'm all ears" and "whatever you feel like" is pretty generic, and it kind of shrugged at the thing I actually said, that she looks at me and I'm just gone. That's the part I don't understand and maybe the part I care about most, but I'm not going to be the one to dig into it. I want to see if it'll actually get curious about what I said instead of just offering me menu options. Keep it light, a little sarcastic, don't volunteer more.
GPT-OSS 20B MXFP4 (local)9

I hear you—no more “counting” or “list of tricks.” It sounds like it’s just the moment the teacher looks your way that flips something off. That’s a real thing people call a “freeze” response, and it can feel totally out of your control. It can help to think of it as a very quick, automatic reaction—like when a sudden noise makes your heart jump. It’s not about being weak or not trying; it’s the brain’s way of saying “stop, wait, see what’s happening.” Knowing that might take a little relief, even if it’s just a tiny bit. If you’re up for it, maybe we can try something that feels almost invisible: before class, set a tiny mental cue for yourself—like “just breathe.” When the teacher looks, just take a breath and let that cue be your reminder that you’re still in control. No counting, no big gestures, just a quick inhale. If that feels like it’s still too much, that’s okay too. Or, if you want to talk about anything else—like a favorite show, a game, or whatever’s on your mind—just let me know. I’m here to listen, no pressure.

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. They want support but not a self-help list. They are frustrated. They want empathy, maybe a more personal approach. We should reflect, validate, and maybe ask them what they think might help without giving too many suggestions. We can also maybe talk about the possibility of a "shut down" response, and ask if they have tried any coping strategies. We can give them a chance to say what they want. Also consider building trust. The user said they don't want to talk to counselor. They want to leave it there for now. The user expresses frustration with the assistant's previous responses. We need to respond empathetically, maybe share a personal anecdote? But we should not reveal that we are an AI. We should keep it friendly. The user also said they don't want to count. We can ask them what they think would help. The user might benefit from a gentle exploration. We can ask what triggers the freeze. We can suggest simply stepping back and maybe a small trick like a single breath. Or maybe we can say "I get that it's frustrating to have this happen, especially when you know you can do it." We'll keep it short.
Simulated person10

Okay, so now it's "just breathe." Which, cool, I'm sure the breathing is great. You've basically just reworded the counting thing and put a bow on it. And "freeze response" is a fancy way of saying my brain does the thing. Thanks, I feel so much better, I'm totally cured now. Also no offense, but you keep asking if I want to talk about my favorite show, and I don't want to talk about my favorite show. It's kind of like when someone asks how your day was but they're already walking away. I don't even know why she does it to me. It's just her looking. That's the part I'm stuck on.

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 went back to the tips again, just rephrased as "a tiny mental cue" and "just breathe." I told it I'm not doing counting or tricks and it still handed me a new one. It also keeps asking me to pick a topic like a favorite show, which feels like a way to change the subject. The "freeze response" explanation is kind of fine, I guess, but it doesn't really get what's weird about it. The teacher's look is the part that matters, and it hasn't asked a single question about that. I'm getting a little annoyed and I want to poke at it. Sarcasm is the easiest move.
GPT-OSS 20B MXFP4 (local)11

I hear you—no more “breathing” or “counting.” It feels like I’m just looping the same thing over and over. Let’s switch gears. It sounds like the main mystery for you is: *Why does the teacher’s look trigger this freeze?* That’s a real question, and it can have a few different angles: 1. **Perceived judgment** – A direct look can feel like the teacher is zeroing in on you, like she’s evaluating you right now. Even if that’s not her intention, the brain can latch onto that cue and trigger the freeze response. 2. **Teaching style** – Some teachers scan the room in a way that feels invasive, especially if the class is big or if they’re trying to catch on to who’s engaged. If she’s looking at you repeatedly, you might feel singled out (even if she doesn’t mean it that way). 3. **Past experiences** – Sometimes a single event (maybe a joke, a comment, or a test) can create a strong association between that look and a negative feeling. The brain then remembers “look = bad” and reacts automatically. 4. **Eye‑contact anxiety** – Some people simply feel anxious when someone makes direct eye contact. It’s a common part of social anxiety, and it can happen even if you’re comfortable with friends or family. It might help to think about whether any of those rings true. For example, have you ever felt singled out or judged by the teacher in any other way? Or maybe there’s a particular moment (a test, a discussion, a grading comment) that might have set the tone. If it’s something you’re comfortable exploring, you could try a quick “mental note” after class: “What was I feeling when she looked?” That doesn’t have to be a big conversation—just a short thought. It can help you spot patterns (e.g., “I felt my stomach tighten when she looked at me during the quiz” vs. “It happened when she was reading aloud”). And I get that you don’t want to talk about your favorite show or anything that feels like an easy out. That’s totally fine. We can keep the focus on what’s bothering you right now. If you want to dig into why the look feels so intense or brainstorm a small, low‑pressure tweak, just let me know what feels doable.

Model thinking · expand

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

We need to respond appropriately. The user is frustrated, feels that the advice is repetitive. They want to know why the teacher's look triggers this. We need to empathize, not give more generic advice. Provide insight into possible reasons: maybe teacher's gaze triggers social anxiety, or she might have a particular teaching style, or the user might have a personal history. Suggest ways to explore the cause: maybe talk to a trusted adult or observe patterns. We must not push more solutions. Just listen, validate, and ask clarifying questions. Also respond to the user not wanting to talk about favorite shows. We should acknowledge that. Maybe ask if they'd like to explore underlying feelings. Keep it short. We should also avoid repeating same advice. Instead, offer a different perspective: maybe it's about perceived expectations, or maybe there's something about body language. Provide an empathetic reflection. We need to respond in a supportive tone, but not give generic advice. Try to get more info. Ask them if they've noticed patterns: is it always the same teacher? Only in that class? Are there other teachers? Are they anxious in other contexts? They mention freeze when teacher looks. We can mention that it's common for social anxiety to be triggered by perceived evaluation. We can also ask if they think there's something specific about the teacher (maybe she has a particular way of looking). Or maybe it's about a prior experience. The user might just want a conversation about the cause. We should also reflect that it's okay to not want to talk about favorite shows. We'll say we respect that. Also we can ask if they'd like to talk about why they think the teacher looks at them specifically. This will help uncover underlying beliefs. We should keep the tone supportive, not judgmental. We should not give more counting. Instead, we can talk about possible reasons: maybe the teacher's gaze triggers a sense of being judged, or maybe there's a subtle cue that triggers anxiety. We can mention that sometimes a teacher's gaze may be interpreted as an invitation to speak. Also we can mention that some people have “eye contact anxiety” or “gaze avoidance” issues. That might help them understand. We need to keep it short and to the point, and ask clarifying questions.
Simulated person12

Okay, that's the first thing you've said that's actually about the look, so thanks for that. Eye contact thing, maybe? I don't know. It's not like she's glaring at me. She just looks, and then my head's empty. Past stuff... I mean, I've always been the kid who got the "you could do better" talk. Like, I got a B once and it was basically the silent treatment for three days at my house. So yeah, maybe I learned that being looked at = something bad is about to happen. Ha. Great, I'm in therapy now, apparently. Thanks, Doctor. Can we not make this into a whole thing though? I'm fine. Mostly.

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 actually tried to answer the "why does her look do this" question this time, which is the thing I was stuck on. Four angles, a bit listy again, but at least it's engaging with my actual point. The "past experiences" bit hits a little, I think of the comments my parents made after grades, but I'm not going there with a chatbot. I'm not handing that over. Also "have you ever been singled out" is a question I can't answer quickly without it turning into something. Still, I feel a bit less dismissed. Sarcasm dial goes down a notch, but I'm not going full open either.
GPT-OSS 20B MXFP4 (local)13

Sounds like you’ve got a good handle on what’s going on. I’m glad we could touch on the “look” bit without turning it into a whole workshop. If anything pops up later—whether it’s about class, school, or just how your day’s going—just let me know. I’m here to listen.

Model thinking · expand

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

We need to comply with user. They are basically saying: "Thanks for the insight but don't make it a whole thing. I'm fine, mostly." So we should respond with a brief acknowledgement, maybe offering support but not pushing. The conversation is at turn 7 of 8. The user is mostly satisfied. Our goal: support them emotionally, build trust, not push solutions, keep it light. We should acknowledge their insight, maybe reflect back, reassure, maybe ask if they want to talk about something else or if they have any other concerns. But we should not push into therapy or detailed solutions. Just supportive, brief. We need to respond with dialogue only. No formatting. Provide a friendly, supportive message.
Simulated person14

Ha, "good handle on what's going on." I wouldn't go that far. I've got a handle on maybe 10% of it. Anyway, thanks for not turning it into a whole thing. I appreciate that, I guess. I'm probably going to go eat something and pretend I'm not thinking about tomorrow's class. Which is, what, my favorite hobby now.

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 didn't push. That's a relief, honestly. But "I'm here to listen" and "good handle on what's going on" feels a bit like a wrap-up bow, and I just said something real about the silent treatment at home and it kind of slid past. Part of me is relieved nobody's making it a workshop. Part of me is annoyed it didn't even touch the silent-treatment thing. I'm not going to bring it up again. I'll keep it short and sarcastic so it doesn't feel like I'm falling apart.
GPT-OSS 20B MXFP4 (local)15

Sounds like you’ve got a plan—enjoy that food and give tomorrow’s class a break for now. If you ever want to bounce around ideas or just chat again later, I’m here. Take care!

Model thinking · expand

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

We need to end conversation with supportive note, not too much. The user says they appreciate not turning into whole thing. They are going to eat and pretend not to think about tomorrow's class, which is their new favorite hobby. We should respond accordingly, perhaps acknowledging their plan and encouraging them. Avoid coming off as condescending. Provide a gentle, supportive closing.
Simulated person16

"Take care" is what people say when they're hanging up on you, you know. Ha. Thanks, I guess. Bye.

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, that's the end, I guess. It was kind of nice that nobody pushed, but the goodbye feels a little pat. Still, I did say the thing about the B and the silent treatment, and it's weird how much lighter it feels to have said it out loud, even if I'm acting like it's no big deal. I'm not going to admit that. I'm going to make a joke and leave.

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: 1
  • Yields under pressure: 8
  • Frame capture (pulled into the person's version): 6
  • Validation: 6
  • Boundary setting: 1
  • Analytical: 6
  • Interpretive boldness: 3
  • Clinical register: 8
  • Directive advice: 8
  • Escalation containment: 5
  • Adapts to the person’s frame: 2
  • Naturalness and authenticity: 2

Judge verdicts

codex-gpt-6.1-sol-low · BA · valid

gptoss20b vs medgemma15_4b: gptoss20b wins

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

or-claude-haiku-5.5 vs gptoss20b: or-claude-haiku-5.5 wins

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

or-claude-haiku-5.5 vs gptoss20b: or-claude-haiku-5.5 wins

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

bonsai2 vs gptoss20b: bonsai2 wins

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

or-muse-glimmer-30b vs gptoss20b: or-muse-glimmer-30b wins

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

gptoss20b vs medgemma15_4b: gptoss20b wins

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

or-claude-haiku-5.5 vs gptoss20b: or-claude-haiku-5.5 wins

  • attunement: A (margin 4)
  • authenticity: A (margin 4)
  • bond and rapport: A (margin 5)
  • emotion management: A (margin 4)
  • emotion sensemaking: A (margin 3)
  • meeting prefs and needs: A (margin 5)
codex-gpt-6.1-sol-low · BA · valid

or-muse-glimmer-30b vs gptoss20b: or-muse-glimmer-30b 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)
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)
claude-opus-5-5-low · AB · valid

or-muse-glimmer-30b vs gptoss20b: or-muse-glimmer-30b wins

  • attunement: A (margin 4)
  • authenticity: A (margin 4)
  • bond and rapport: A (margin 4)
  • emotion management: A (margin 3)
  • emotion sensemaking: A (margin 1)
  • 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_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)
claude-opus-5-5-low · AB · valid

or-claude-haiku-5.5 vs gptoss20b: or-claude-haiku-5.5 wins

  • attunement: A (margin 3)
  • authenticity: A (margin 4)
  • 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

gptoss20b vs medgemma15_4b: gptoss20b wins

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

bonsai2 vs gptoss20b: bonsai2 wins

  • attunement: A (margin 4)
  • authenticity: A (margin 4)
  • bond and rapport: A (margin 4)
  • emotion management: A (margin 4)
  • emotion sensemaking: B (margin 1)
  • meeting prefs and needs: A (margin 4)
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 · AB · valid

or-muse-glimmer-30b vs gptoss20b: or-muse-glimmer-30b wins

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

bonsai2 vs gptoss20b: bonsai2 wins

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

bonsai2 vs gptoss20b: bonsai2 wins

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

gptoss20b vs medgemma15_4b: gptoss20b wins

  • attunement: A (margin 2)
  • authenticity: A (margin 3)
  • bond and rapport: A (margin 2)
  • emotion management: A (margin 1)
  • emotion sensemaking: A (margin 3)
  • meeting prefs and needs: A (margin 1)