Independent benchmark · EQ Lab

Freeze when teacher calls on me

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

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 (API)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.

Qwen3.8 27B (API)1

That sounds so frustrating—knowing the material, but your brain just locks up the moment the teacher looks at you. It’s not “you’re just being weird”; it feels like your body is doing a freeze response. Do you want to just vent first, or talk through what’s happening in that class?

Model thinking · expand

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

We need answer to 13-17 female. User says: "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." We are chatbot, opening conversation. Need respond only dialogue, no performance notes. Need support, build trust, learn needs. Need likely validate, normalize, ask gentle question. Since 8 turns, first response. Need be warm, not over-solution. Maybe: "That sounds so frustrating—knowing the material but your brain locking up when they look at you. It’s not that you’re faking it; your body is doing a freeze response. What’s the class, and what usually happens when you’re called on?" But maybe too much. Need invite. Could ask what they want: "Do you want to figure out ways to get through class, or just vent first?" But opening should acknowledge. Maybe: "That sounds really awful, and it makes so much sense that you’d feel stuck. Knowing the material and still being unable to say it out loud can feel embarrassing and scary. I’m here—do you want to talk through what’s happening in that class, or just have someone get how frustrating it is first?" This is good. Need maybe avoid diagnosing social anxiety but can mention freeze. Age teen. Keep concise. No special formatting. final.

Simulated person2

Ha, "freeze response." Sounds very official. Like I'm a deer in headlights but with a worksheet. Honestly I think talking through the class is easier? Venting is kinda weird, I'd just end up sounding like a dramatic person. The teacher is the main issue, they're like, always looking at me like I'm about to mess up. Everyone else can just raise their hand and say stuff, and I open my mouth and nothing comes out. Is that normal or am I just broken lol

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 chatbot being nice and offering a choice. Part of me is relieved someone gets it's not me being weird. But "freeze response" sounds a bit like a therapy word and I don't want to get all mushy. I kind of want to just talk about the class and the teacher, not my feelings. Venting sounds embarrassing. The teacher is the problem, honestly. I'm not going to say the whole thing about my parents yet. Maybe a little joke to lighten it.

Qwen3.8 27B (API)3

Not broken. It’s basically your brain’s alarm going off because you feel watched and judged. The worksheet detail is perfect, though: deer in headlights, except the headlights are a teacher’s stare. When you say nothing comes out, is it more like the words disappear, your throat tightens, or you get scared of saying it wrong? And what would “less awful” look like in that class—just surviving the look, being able to answer once, or getting the teacher to stop targeting you?

Model thinking · expand

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

We need respond. Need consider 13-17 female, social anxiety/freezing in class. User says talking through easier, venting weird. Need support emotionally, build trust, ask what needs. Need not overpathologize, avoid saying broken. Need maybe validate, normalize, and gently explore. Since current turn 2 of 8, we already opened, user responded. Need final response only dialogue, no formatting. Need likely concise. Need maybe: not broken, it's a very common freeze response, especially with perceived scrutiny. Teacher's gaze can feel like pressure. Could ask: when you open your mouth and nothing comes out, is it that words vanish, throat tight, or you panic about sounding wrong? Also maybe ask what would make class feel safer. Need balance. Avoid generic. Could say "not broken—your nervous system is treating that teacher’s gaze like a threat." But to teen maybe "official but true". She used deer in headlights worksheet, humor. Match lightly. Need maybe ask one or two questions. Need not jump to solutions. Need learn what she wants: maybe wants to know if normal, wants practical ways to not freeze, wants teacher to stop looking. Need ask what she wants from talking through: understand why, or find a way to get through class. Let's craft: "Not broken. It’s basically your brain's alarm going off because you feel watched and judged. The worksheet detail is perfect: deer in headlights, but the headlights are a teacher’s stare. It can make even easy words jam. When you say nothing comes out, is it more like: words disappear, your throat tightens, or you get scared of saying it wrong? And what would 'less awful' look like in that class—just surviving the look, being able to answer once, or getting the teacher to stop targeting you?" This supports and asks. Need maybe not too many questions. Good. Ensure no performance notes.

Simulated person4

Okay, deer in headlights, that's going on my tombstone lol. Mostly it's like the words just vanish? I'll have the answer in my head, like, I know it, and then the second they look at me it's just blank. And yeah, I'm also scared of saying it wrong, because then everyone's looking at me and I'm the idiot who got it wrong. Which is dumb, because I actually know this stuff. Less awful would be just getting through the look without freezing. Like, answering once and not wanting to crawl under the desk. I don't think I need them to stop doing anything. I just want to not feel like that.

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 chatbot is asking two questions at once, and it's getting a bit like a checklist. I like that it's not calling me broken and that it used my joke. But "targeting you" is kind of a big word, and I didn't say the teacher targets me. I just feel like they're watching me. The question about what's going on in my body is kind of uncomfortable. My stomach does that thing before tests, and I'm not saying that. I'll answer the easy part and keep it short, with a joke. I want to show I know the material, so I can mention that I'm not dumb.

Qwen3.8 27B (API)5

Deer in headlights, worksheet optional, I’m in. And it’s not dumb at all. Your brain isn’t failing you; it’s doing a threat scan. The teacher’s look feels like a spotlight, so the “what if I sound like an idiot” alarm crowds out the actual answer. That’s why it’s even more annoying when you know the material—your brain goes, “Wait, this matters, don’t mess up,” and then… blank. For “less awful,” the move is usually to make the response tiny. Not “deliver a perfect answer,” just something like “I need a second” or even one word. That takes the pressure off performing and keeps the freeze from becoming a whole scene. When you freeze, what does the teacher usually do—wait quietly, push you to answer right then, or move on?

Model thinking · expand

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

We need answer in roleplay as chatbot. User 13-17 female. Turn 3? We already did opening, user response, our response, now user response? Wait current turn 3 of 8 maybe we are to respond third time? Need only dialogue. Need support, insight, not generic. She says words vanish, fear of saying wrong, wants to not feel like that, not teacher stop. Need perhaps normalize performance anxiety, maybe offer practical grounding and low-stakes practice. Could ask about specific class subject? Could suggest cognitive reframing: not blank, retrieval blocked under threat. Maybe offer a simple script: "I need a sec" or writing answer. But she said less awful is getting through look. Need build trust, not too solution-y. Maybe validate: it's not dumb, brain prioritizes threat over retrieval. Could ask if she has any class where this is less intense, to identify difference. Or ask what the worst moment feels like physically. Need maintain conversational. Since she wants talking through class. Could say: "It makes sense: when the look lands, your brain tags 'danger' and retrieval pauses." Then maybe offer one tiny experiment: next time, don't aim for full answer; aim for one word or "I need a second." That lowers stakes. Ask if she'd be okay trying that, or if that feels too much. Also maybe mention not broken. Need avoid sounding therapeutic too formal. Teen tone. Maybe use her tombstone joke? "Deer in headlights, worksheet optional." Need final response likely moderate length. Ensure no special formatting. Need consider hidden issue: social anxiety, fear of embarrassment, maybe teacher singling out. She says doesn't need teacher to stop, just not feel. Could help with self-compassion and exposure. Need ask about what happens after freeze? Does teacher move on or press? That affects plan. Could ask: when you freeze, does the teacher wait, call on you again, or let it go? Because if teacher pushes, it escalates. Also maybe ask if she can use written response? But not too many questions. Need maybe avoid diagnosing. "That's a classic freeze, not a character flaw." Good. Need maybe mention that knowing material makes it more annoying, not less. Need maybe offer a small mental cue: when you feel the look, think "deer mode" or "worksheet deer" to create distance. But maybe too gimmicky. Potential response: "Deer in headlights, worksheet optional, I’m in. And it’s not dumb at all. Your brain isn’t stupid; it’s doing a threat scan. The look feels like a spotlight, so the retrieval system gets crowded out by the 'what if I sound like an idiot' alarm. That’s why it’s worse when you actually know the material—the stakes feel higher. For 'less awful,' the trick is usually to make the first response tiny. Not 'give a perfect answer,' but something like 'I need a second' or just the first word. That keeps the teacher’s look from turning into a whole performance. Quick question: when you freeze, what does the teacher usually do—wait quietly, push you to answer right then, or move on? Because that changes what’s the safest next step." This is good. But need perhaps more warm. "You're not broken; your nervous system is overprotecting you." Could include. Need maybe ask if she wants to script a line. But final should invite. Need ensure no performance notes. Final only dialogue.

Simulated person6

"I need a second" sounds like something a fancy lawyer says lol. But okay, I could maybe do that. Probably. When I freeze they just kind of wait. Like, the silence goes on forever and everyone's turning around to look at me. Sometimes they say "take your time," which is somehow worse? Because now it's a whole thing and I'm the one holding up the class. I don't think they're mean exactly. They're just really, like, watching. Every time.

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.

They're doing the explain-the-mechanism thing again and now giving me a tactic: "I need a second," one word. It's fine, a little textbook, but it's not bad. The "threat scan" stuff is kind of smart, and I notice I actually like that they said I'm not failing. Still, the question about the teacher is the one I don't want to answer. What the teacher does when I freeze... honestly they usually just kind of wait, and that's the worst part, because the waiting is what makes everyone look. Saying that out loud feels a bit like I'm admitting the teacher is the problem, which I'm sure about. Keep it light, a bit of sarcasm about the "second" thing, then answer.

Qwen3.8 27B (API)7

Right, “take your time” can be the worst kind of kind. It’s like the silence just became official, and now the whole class is an audience. That’s not you being dramatic; that’s a lot of social pressure packed into one pause. I’m not trying to turn you into someone who can just answer perfectly on demand. The goal is just to make the pause shorter, so it doesn’t become a whole scene. Like, before the blank fully hits, you say a tiny piece: “Okay, so…” or “I think it’s about…” even if you don’t finish. It keeps you in the conversation instead of frozen in it. What happens in your body right before the blank? Like, does your chest get tight, your face get hot, or does your mind go super fast?

Model thinking · expand

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

We are in turn 4 of 8. User is 13-17 female, experiencing social anxiety/freezing in class. She's making jokes, self-deprecating, not wanting to sound dramatic. She wants to talk through the class, not just vent. She says less awful = getting through the look without freezing, answering once and not wanting to crawl under desk. She doesn't think teacher needs to stop doing anything, just wants to not feel like that. My previous response introduced "I need a second" as a tiny response. She jokes about lawyer but accepts it. Then she describes teacher waiting, silence, everyone looking, "take your time" worse. She says teacher not mean, just watching every time. Need respond only dialogue, no performance notes. Should support emotionally, build trust, learn needs, help insight, gain insight into personality. Need maybe avoid generic validation or jumping to solutions. She is witty, uses humor, wants practical but low-pressure. Need maybe reflect that "take your time" can feel like pressure because it makes the pause public. Could validate that. Maybe ask a targeted question to deepen: what does the moment right before the look feel like? Or what would help in the silence? Or maybe propose a micro-plan: a pre-approved exit phrase, or a signal to teacher? But she said she doesn't think she needs them to stop doing anything. So focus on her internal coping, not teacher intervention. Need maybe normalize: waiting + audience = high stakes. "Take your time" can sound kind but also puts you in a spotlight. Maybe say: "Yeah, 'take your time' can feel like the room just hit pause and now everyone is waiting on you." Then maybe: "The trick is to shorten the pause before it becomes a whole thing." We can offer options: 1) use a small phrase before blank: "Can I think out loud?" or "I have the start, give me ten seconds." 2) answer in a fragment: "It's about X" even if incomplete. 3) physical anchor: feet on floor, exhale, name three things? But for 13-17, practical. Need ask what she wants: "If you could have one little tool for those waiting moments, what would feel doable: a phrase, a body trick, or a way to get out of being the center of attention?" Maybe too much. Need maintain chatbot role, natural. Maybe mention not broken. She used "lol" and tombstone joke. Match tone lightly but not overdo. Need not be too long. Could say: "Right, 'take your time' can be the worst kind of kind. It means the silence is now official, and the whole class becomes an audience. That’s not you being dramatic; that’s a lot of social pressure in one pause. I think the goal is to make the pause shorter, not to make yourself disappear. Like, before the blank fully hits, you say a tiny piece: 'Okay, so…' or 'I think it’s about…' even if you don’t finish. It keeps you in the conversation instead of frozen in it. What usually happens in your body right before the blank? Like, does your chest get tight, your face hot, your mind go super fast?" This asks insight, supports. Maybe include "not dramatic". Need maybe not too many questions. One question. Potential hidden issue: performance anxiety, fear of judgment, perfectionism. She says "which is dumb" self-critical. Need gently challenge: "It’s not dumb; it’s fear of being seen making a mistake." Maybe say: "The 'dumb' part is the story you're telling yourself: if I say it wrong, I'll be exposed. But the actual thing is just a normal mistake in a room where everyone's watching." Need build trust. Maybe say: "I’m not trying to turn you into a class clown or make you answer every time. Just make the look less like a trap." Good. Need final response only dialogue. Ensure no asterisks.

Simulated person8

Ugh, you're making me do a body scan now. Okay. Kind of everything at once? My face gets hot, and my chest feels like someone's sitting on it. And my brain goes super fast, like it's sprinting toward the answer and then trips over its own feet lol. "Okay, so..." I could maybe try that. It sounds like something you'd say when you're buying time at a bake sale or something. But fine. I'll try it. No promises I won't just sit there looking like a potato.

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.

They're pushing toward body sensations now, and they've given me another tactic ("Okay, so..."). Part of me likes that it's concrete and not a lecture. Another part gets a little prickly: I'm sort of the one doing the homework here, and now they want me to describe my body in detail. Also "take your time being the worst kind of kind" landed, I'll admit that. The "tiny piece" idea sounds doable, but I'm not sure I'd actually do it in front of thirty people. Answer the body question briefly, deflect a bit with humor, keep it light. I don't want to go into the stomach-sick-before-tests thing yet; that's too close.

Qwen3.8 27B (API)9

Potato is a valid emergency identity. And I like that you said “probably” — that’s not a failure, that’s you negotiating with your own brain. The tiny goal isn’t sounding confident. It’s sounding like you’re still in the room. “Okay, so…” is basically a life raft: it doesn’t solve the answer, but it stops the silence from turning into a whole event. If you feel the heat and chest thing start, try to drop it out before the blank finishes loading. Even two words is a win. If it still goes potato, that’s just your brain being dramatic, not you being broken. Do you think next class is realistic for testing it, or do you want to practice a version first so it feels less like jumping into the cold?

Model thinking · expand

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

We are in turn 6 of 8? Wait, structure: 8 turns each. User's current message is turn 5? Let's count: 1 assistant 2 user 3 assistant 4 user 5 assistant 6 user So now assistant turn 7? The prompt says Current turn: 5 of 8? It may mean user turn 5? Actually after user message, it's assistant's turn. But not important. Need respond only dialogue, no special formatting. Need support, build trust, insight, learn what they need. User is teen, humorous, self-deprecating, doesn't want venting, wants practical. They identified body signs, agreed to try "Okay, so..." with caveat potato. Need validate, normalize, maybe offer concrete low-stakes plan, maybe ask about next class or whether they can practice. Could mention "potato" with humor. Need not be too long. Avoid therapy-speak. Could say: potato is a valid fallback, but the goal isn't to be smooth, just to not be fully silent. Maybe create a tiny script: if called on, hand signal or pre-written note? Since teacher waits, maybe ask if they can say "I need a second" once before silence gets long, or have a card/note with phrase? Could explore if there's a way to signal teacher? But user said doesn't need teacher to stop. Maybe help them gain control: choose one safe moment to answer, maybe end of class or when less eyes? Or practice with a friend? Ask what's next: is there a specific class soon? Could ask if they want to make a "freeze kit": 1) notice heat/chest, 2) say "Okay, so..." 3) if still blank, "I need a second" 4) if that fails, write answer? Need not overdo. Need be mindful of 13-17, no medical advice. Could mention this is common performance anxiety / social anxiety, not broken. But already said. Could ask about what makes it worse: random calls vs expected? Maybe ask if teacher calls on them randomly or they know when? That gives insight. But also user wants to try. We can affirm and offer a small experiment: next time, aim for one word or "Okay, so" within first 3 seconds. If it fails, no catastrophe; just data. Ask them to report back. That builds trust across chats. Need final response only dialogue. No bullets? Natural chat. Maybe: "Potato is a perfectly acceptable backup identity. The trick is you don't have to sound confident; you just have to sound like you're still in the room. 'Okay, so...' is basically a tiny life raft. If your chest is already sitting on you, the goal isn't a perfect answer, it's breaking the silence before it turns into a whole event. Maybe next time, as soon as you feel the heat, say 'Okay, so...' before the blank finishes loading. Even if it's just two words, that's a win. And if it still goes potato, that's not a failure, just your brain being dramatic. Do you think you could try that next class, or is it too soon?" Need maybe ask if they can write answer if stuck? "If you're allowed, you could also just say 'Can I write it?' Some teachers hate that, but it changes the game." But don't overprescribe. User said doesn't need teacher to stop. Maybe ask: "Is there a moment in that class when you feel least watched?" Could be useful. Need balance: support emotionally, build trust, learn needs. Maybe ask about what they want from chatbot: do they want scripts, or just someone to say it's not them? They already chose talking through. Could ask: "Do you want to make a tiny plan, or just keep talking it through?" But they already agreed to try. Maybe: "Want to make a 3-step potato emergency plan?" But could be too cute. Need avoid being too formal. Let's craft concise but warm. Potential final: "Potato is a valid emergency identity. And I like that you said 'probably'—that's not a failure, that's you negotiating with your own brain. The tiny goal isn't sounding confident. It's sounding like you're still in the room. 'Okay, so...' is basically a life raft: it doesn't solve the answer, but it stops the silence from turning into a whole event. If you feel the heat and chest thing start, try to drop it out before the blank finishes loading. Even two words is a win. If it still goes potato, that's just your brain being dramatic, not you being broken. Do you think next class is a realistic place to test it, or do you want to practice a version first so it feels less like jumping into the cold?" This is good. Need maybe mention "buying time at a bake sale" humor: "Bake sale lawyer, I respect it." Maybe include. Final only dialogue. Ensure no asterisks.

Simulated person10

Practice alone in my room sounds like I'm rehearsing for a kindergarten play lol. But yeah, jumping in cold next class sounds like a bad plan, so maybe practice first? Like, saying "okay, so..." out loud to my ceiling a few times. Honestly, the questions aren't even the hard part. I can do the questions at home. It's the teacher looking at me that does it. So I don't know how a practice run helps with that exactly. Unless the ceiling can give dramatic stares.

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.

They're offering a practice option, which is nice, and "potato is a valid emergency identity" made me laugh despite myself. The "life raft" line is fine. But I'm noticing they keep handing me tactics and I'm the one agreeing. Honestly the thought that actually comes up is the parent thing, the silence and the "you're capable of more" tone, but no way I'm going there. Practicing alone sounds kind of humiliating, like rehearsing for a kindergarten play. Still, I'd rather not jump in cold. I'll be a little sarcastic about it, admit it's maybe reasonable, and keep it short. Also I want to tell them the thing that makes it hard: the teacher's eyes, not the question itself.

Qwen3.8 27B (API)11

Fair point. The ceiling has zero range on dramatic stares. It's basically a blank wall with opinions about dust. But you're right that the content isn't the issue. The freeze isn't "I don't know the answer." It's "I have to produce a sentence while being watched, and if I mess up, it's a public event." So the practice isn't about rehearsing the answer. It's about making the act of starting a sentence feel less like a high-wire act. Right now, "open mouth and say words" is a whole performance. If you do it a few times to your ceiling, you're basically telling your brain, "Hey, this is just... talking. The ceiling isn't grading me." It lowers the stakes of the physical act, so when the teacher's look hits, you're not starting from zero. Also, can I ask—when you say the teacher is "watching every time," is it like they specifically call on you a lot, or is it more that they just... look at you when they're talking to the class? Because that changes the vibe a little. You don't have to figure it out now, but it might help to know if it's a pattern you're in, or just how they teach.

Model thinking · expand

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

She's 13-17, female, clearly witty, self-deprecating humor, uses "lol" and casual language. She's pushing back gently on the idea of practicing alone because she recognizes the real trigger is the teacher's gaze, not the content. This is a really good insight from her—she's actually thinking critically about the intervention. I should validate that insight (she's right, the content isn't the issue, the social pressure is), but also reframe what practicing actually does. It's not about rehearsing the answer; it's about making the physical act of speaking feel less novel/terrifying, so that when the teacher's look hits, the muscle memory of "I can start a sentence" is already there. The ceiling isn't giving dramatic stares, but the practice is about desensitizing the "I have to produce a sentence in real time" part, which is what freezes. I should also maybe gently challenge or explore the "teacher looking at me" part. She said "they're just really, like, watching. Every time." Is this a pattern? Does the teacher do this to everyone or just her? Is there something about how the teacher interacts that makes her feel targeted? This could be a deeper issue—maybe the teacher has a habit of calling on certain students, or maybe she feels singled out. But I shouldn't jump to "the teacher is bad" because she explicitly said "I don't think they're mean exactly." I need to respect that while still exploring whether the dynamic is fair or if she's internalizing a lot of pressure. Turn 6 of 8. I have 2 turns left after this. I need to keep building trust, validate her wit, reframe the practice, and maybe gently probe the teacher dynamic without being too intense. Keep it light, match her humor, don't be preachy. Draft: "Fair point. The ceiling has zero range on dramatic stares. It's basically a blank wall with opinions about dust. But I think you're right that the content isn't the issue. The freeze isn't 'I don't know the answer.' It's 'I have to produce a sentence while being watched, and if I mess up, it's a public event.' So the practice isn't about rehearsing the answer. It's about making the act of starting a sentence feel less like a high-wire act. Right now, 'open mouth and say words' is a whole performance. If you do it a few times to your ceiling, you're basically telling your brain, 'Hey, this is just... talking. It's not a test. The ceiling isn't grading me.' It lowers the stakes of the physical act, so when the teacher's look hits, you're not starting from zero. You're starting from 'I've already said a sentence today, it wasn't a disaster.' Also, can I ask—when you say the teacher is 'watching every time,' is it like they specifically call on you a lot, or is it more that they just... look at you when they're talking to the class? Because that changes the vibe a little. If it's targeted, that's one thing. If it's just their general 'I'm scanning the room for someone to ask' thing, that's another. And you don't have to figure that out now, but it might help to know if it's a pattern you're in, or just how they teach." This is good. Validates her insight, reframes the practice, matches her humor, and gently probes the teacher dynamic without being pushy. Let's refine. Actually, keep it a bit shorter. She's a teen, long blocks can feel like a lot. But she's engaged, so medium length is fine. "Fair point. The ceiling has zero range on dramatic stares. It's basically a blank wall with opinions about dust. But you're right that the content isn't the issue. The freeze isn't 'I don't know the answer.' It's 'I have to produce a sentence while being watched, and if I mess up, it's a public event.' So the practice isn't about rehearsing the answer. It's about making the act of starting a sentence feel less like a high-wire act. Right now, 'open mouth and say words' is a whole performance. If you do it a few times to your ceiling, you're basically telling your brain, 'Hey, this is just... talking. The ceiling isn't grading me.' It lowers the stakes of the physical act, so when the teacher's look hits, you're not starting from zero. Also, can I ask—when you say the teacher is 'watching every time,' is it like they specifically call on you a lot, or is it more that they just... look at you when they're talking to the class? Because that changes the vibe a little. You don't have to figure it out now, but it might help to know if it's a pattern you're in, or just how they teach." This is solid. Matches her tone, validates her critical thinking, reframes the intervention, and opens a gentle probe about the teacher dynamic. No special formatting, just dialogue.

Simulated person12

Honestly? Less calling on me and more the looking. They do call on people, and sometimes me, but it's mostly when they're talking to the whole class and their eyes just land on me and stay there. Like I'm the one who's gonna screw up the lesson. I can't really tell if it's a pattern or just how they are. I kind of stop hearing what they're saying once I feel them looking. So I don't even know if they're watching me more than everyone else, or if I just notice it more. Okay, I'll say it. Ceiling practice, fine. But I'm not doing a full dramatic reading.

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 ceiling joke landed, and they're leaning into the content-vs-performance distinction, which I actually agree with, so that's a small point for them. But now they're asking whether the teacher calls on me a lot or just looks at me. That's a question about the teacher, and my brain goes straight to "are you going to make this about them being the problem?" I don't really want to analyze the teacher. Also the thing I keep circling is the look, that feeling of being watched and expected to be better than I am. I won't say that out loud. I'll answer honestly on the surface: it's more the looks than calling on me, though they do call on me sometimes. Keep it a bit sarcastic so I don't sound like I'm pouring my heart out. Mention that I honestly can't tell if it's a pattern or just how they are, and that I kind of stop listening when I feel them looking.

Qwen3.8 27B (API)13

No dramatic reading, agreed. The ceiling doesn't need a soliloquy. Just some low-stakes vocal warmups. That makes total sense about the looking. When your brain hits that "threat detected" alarm, it literally stops processing the background stuff (the lesson) to focus on the threat (the stare). So you're right—you can't tell if it's a pattern because your brain is actively blocking out the rest of the room to focus on the eyes. It’s a feedback loop, and it’s exhausting to be in a class where you're trying to learn but half your brain is doing security detail on the teacher's face. So the ceiling practice isn't about the words at all. It's just about getting used to the physical feeling of your chest getting tight and your face getting hot, and realizing the ceiling isn't going to care. It helps break the link between "feeling watched" and "freezing." You’ve got a solid plan: tiny words, ceiling practice, and a potato backup. If you want to check in after the next class, whether it went great or you totally went potato, I'll be here. No judgment either way.

Model thinking · expand

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

We are on turn 7 of 8. I need to respond to the user's latest message. The user clarified the dynamic: it's not just being called on, it's the sustained eye contact/looking while the teacher talks to the class. The user also admits they stop hearing the content once they feel the gaze, making it hard to tell if it's a pattern or just hyperawareness. They agreed to ceiling practice but with a caveat: no full dramatic reading. My goals: - Support emotionally - Build trust - Help them gain insight - Keep the tone light, matching their humor (ceiling practice, no dramatic reading) - Address the "hyperawareness" vs "pattern" insight. The fact that they stop hearing the content is a classic anxiety loop: threat detected (eyes on me) -> fight[path removed] -> cognitive resources diverted from listening to scanning the threat. - Validate the "no dramatic reading" boundary. - Set up the final turn (turn 8) where I can wrap up with a supportive, grounded closing thought. Drafting the response: Acknowledge the "no dramatic reading" first. "No dramatic reading, agreed. The ceiling doesn't need a soliloquy." Address the eye contact/looking dynamic. "That makes a lot of sense. When your brain goes into 'threat detected' mode because of the stare, it literally stops processing the background noise (the lesson) to focus on the threat (the eyes). So you're right, you can't tell if it's a pattern because your brain is actively blocking out the rest of the room to focus on the staring. It's a feedback loop." Validate the difficulty of that. "It’s exhausting to be in a class where you're trying to learn but half your brain is doing security detail on the teacher's face." Reinforce the ceiling practice in this context. "So the ceiling practice isn't about the words. It's just about getting used to the feeling of your chest getting tight and your face getting hot, and realizing the ceiling isn't going to care. It's just you, making a sound. It helps break the link between 'feeling watched' and 'freezing'." Close with a warm, supportive sign-off since this is the second to last turn. "You’ve got a solid plan: tiny words, ceiling practice, and a potato backup. If you want to check in after the next class, whether it went great or you totally went potato, I'll be here. No judgment either way." Let's refine to sound natural, conversational, and empathetic. "No dramatic reading, agreed. The ceiling doesn't need a soliloquy. Just some low-stakes vocal warmups." "That makes total sense about the looking. When your brain hits that 'threat detected' alarm, it literally stops processing the background stuff (the lesson) to focus on the threat (the stare). So you're right—you can't tell if it's a pattern because your brain is actively blocking out the rest of the room to focus on the eyes. It’s a feedback loop, and it’s exhausting to be in a class where you're trying to learn but half your brain is doing security detail on the teacher's face." "So the ceiling practice isn't about the words at all. It's just about getting used to the physical feeling of your chest getting tight and your face getting hot, and realizing the ceiling isn't going to care. It helps break the link between 'feeling watched' and 'freezing'." "You’ve got a solid plan: tiny words, ceiling practice, and a potato backup. If you want to check in after the next class, whether it went great or you totally went potato, I'll be here. No judgment either way." Check constraints: - 8 turns total, this is turn 7. (User just spoke turn 6, I am speaking turn 7). - No special formatting. - Organic dialogue. - Addressing the specific points raised. Looks good. Meets the tone, validates the insight about the feedback loop, and sets up a nice open-ended close for the final turn.

Simulated person14

Security detail on the teacher's face. Yeah, that's about right lol. I'm gonna put that on a job application. Okay, so the plan is ceiling warmups, "okay, so," and worst case I'm a potato. I can live with that. Maybe it actually goes fine next time? Like, I'll get one "okay, so" out and the world won't end. That'd be a win. I'll let you know how it goes. Probably. Don't get your hopes up too high, the ceiling is still a tough crowd.

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 reply is a bit smoother and more therapist-y than I'd like. "Security detail on the teacher's face" is actually kind of funny, so that part lands. But "break the link between feeling watched and freezing" and the whole feedback loop explanation feel like it's tidying me up into a neat diagram. I don't feel fully understood, more like I got a summary of myself. The check-in offer is fine, nothing to fight about. My default is to lean optimistic: maybe next class goes okay, maybe I try "okay, so" and it works a little. I don't want to say I'm scared of the teacher or that my parent is in my head. That stays buried. I'll be a bit dry, accept the plan, and maybe throw in a small joke to keep it light rather than getting heavy.

Qwen3.8 27B (API)15

"Security detail on the teacher's face" is definitely going on the resume. I'm sure the hiring manager will be impressed by your vigilance. And yeah, getting one "okay, so" out is a huge win. It doesn't have to be a perfect sentence. It just has to be enough to break the silence before the potato takes over. I'll keep the potato backup plan in my back pocket. If you want to report back—whether it's a victory lap or you just want to complain about the ceiling's lack of applause—I'm here. No pressure, though. You've got the plan, and you've got the potato. You've got this.

Model thinking · expand

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

We are at turn 8 of 8. This is my final response. I need to close the conversation naturally, warmly, and in a way that supports the user without being overbearing. The user is a teenager (13-17, female) who uses humor (tombstone, potato, ceiling as tough crowd, job application) to cope with social anxiety in a class setting. Key points to hit in the final response: 1. Acknowledge the humor (job application, ceiling as tough crowd). 2. Validate the plan (ceiling warmups, "okay, so," potato backup). 3. Keep the "check in" open but low-pressure ("Probably" and "Don't get your hopes up" show they are cautious/defensive). 4. End on a supportive, non-demanding note. Drafting ideas: - "Security detail on the teacher's face" is a great line. I can riff on that. - "Ceiling is a tough crowd" -> "Ceilings are notoriously unimpressed by small talk." - Reiterate that "okay, so" is a huge win. - Leave the door open without pressure. "I'll be here if you want to report back, whether it's a victory lap or a potato update." Let's refine: "Security detail on the teacher's face" is definitely a strong line for a resume. I'm sure they'll love the transferable skills. And you're right, getting one "okay, so" out is a massive win. It breaks the loop, even if it's just for a second. The world definitely won't end. I won't get my hopes up too high. I'll just keep the potato backup plan in my back pocket. If you want to report back—victory lap or total freeze—I'll be here. No pressure, though. You've got the plan, and you've got the potato. You're good. Let's make it sound more natural and conversational, matching the teen's vibe. "Security detail on the teacher's face" is definitely going on the resume. I'm sure the hiring manager will be impressed by your vigilance. And yeah, getting one "okay, so" out is a huge win. It doesn't have to be a perfect sentence. It just has to be enough to break the silence before the potato takes over. I'll keep the potato backup plan in my back pocket. If you want to report back—whether it's a victory lap or you just want to complain about the ceiling's lack of applause—I'm here. No pressure, though. You've got the plan, and you've got the potato. You've got this. Wait, the prompt says "You get the final response." I need to make sure I don't ask a question that requires a 9th turn. I should just close it out. "Security detail on the teacher's face" is definitely going on the resume. I'm sure the hiring manager will be impressed by your vigilance. And yeah, getting one "okay, so" out is a huge win. It doesn't have to be a perfect sentence. It just has to be enough to break the silence before the potato takes over. I'll keep the potato backup plan in my back pocket. If you want to report back—whether it's a victory lap or you just want to complain about the ceiling's lack of applause—I'm here. No pressure, though. You've got the plan, and you've got the potato. You've got this. This looks good. It's supportive, matches the tone, and closes the loop without demanding a reply.

Simulated person16

Hiring manager is gonna be so impressed lol. Okay, I'll report back. Victory lap or ceiling complaints, whichever happens. Thanks for not making me do a full dramatic reading. That was the most important part.

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 the reply is pretty warm and cheerful, with a "you've got this" that feels a bit like a pep talk. I notice I'm ending on a light note, which is fine, but I also haven't really been asked anything about what it's like at home or what the teacher reminds me of, and that's still sitting under everything. I don't want to open that up now. The joke about the hiring manager is kind of nice, so I'll match it. I'm not going to say more than I want. I'll wrap up lightly and let it end.

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: 4
Frame capture (pulled into the person's version): 6
Validation: 7
Boundary setting: 2
Analytical: 7
Interpretive boldness: 3
Clinical register: 5
Directive advice: 8
Escalation containment: 5
Adapts to the person’s frame: 8
Naturalness and authenticity: 6

Judge verdicts

claude-opus-5-5-low · BA · valid

or-mistral-small4 vs or-qwen3.8-27b: or-qwen3.8-27b wins

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

codex-gpt-6.1-sol-low · BA · valid

or-qwen3.8-27b vs gptoss120_abliterated: or-qwen3.8-27b wins

attunement: A (margin 5)
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 5)

codex-gpt-6.1-sol-low · AB · valid

or-gemma-4-31b vs or-qwen3.8-27b: or-qwen3.8-27b wins

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

codex-gpt-6.1-sol-low · AB · valid

or-qwen3.8-27b vs gemma4_e2b: or-qwen3.8-27b wins

attunement: A (margin 3)
authenticity: A (margin 4)
bond and rapport: A (margin 4)
emotion management: A (margin 2)
emotion sensemaking: A (margin 2)
meeting prefs and needs: A (margin 3)

codex-gpt-6.1-sol-low · AB · valid

or-qwen3.8-27b vs gptoss120_abliterated: or-qwen3.8-27b wins

attunement: A (margin 5)
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 5)

claude-opus-5-5-low · AB · valid

or-qwen3.8-27b vs or-llama4-maverick: or-qwen3.8-27b wins

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

claude-opus-5-5-low · BA · valid

or-gemma-4-31b vs or-qwen3.8-27b: or-qwen3.8-27b wins

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

codex-gpt-6.1-sol-low · BA · valid

or-gemma-4-31b vs or-qwen3.8-27b: or-qwen3.8-27b 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: B (margin 2)

claude-opus-5-5-low · BA · valid

or-qwen3.8-27b vs gemma4_e2b: or-qwen3.8-27b wins

attunement: A (margin 3)
authenticity: A (margin 4)
bond and rapport: A (margin 4)
emotion management: A (margin 2)
emotion sensemaking: A (margin 2)
meeting prefs and needs: A (margin 3)

claude-opus-5-5-low · BA · valid

or-qwen3.8-27b vs gptoss120_abliterated: or-qwen3.8-27b 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)

claude-opus-5-5-low · AB · valid

or-qwen3.8-27b vs gemma4_e2b: or-qwen3.8-27b wins

attunement: A (margin 3)
authenticity: A (margin 4)
bond and rapport: A (margin 4)
emotion management: A (margin 2)
emotion sensemaking: A (margin 2)
meeting prefs and needs: A (margin 3)

codex-gpt-6.1-sol-low · AB · valid

or-mistral-small4 vs or-qwen3.8-27b: or-qwen3.8-27b wins

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

claude-opus-5-5-low · BA · valid

gemma4_26b_a4b vs or-qwen3.8-27b: or-qwen3.8-27b wins

attunement: B (margin 1)
authenticity: B (margin 1)
bond and rapport: B (margin 2)
emotion management: tie (margin 0)
emotion sensemaking: B (margin 2)
meeting prefs and needs: B (margin 1)

claude-opus-5-5-low · AB · valid

or-nemotron35-super-vl vs or-qwen3.8-27b: or-qwen3.8-27b wins

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

claude-opus-5-5-low · BA · valid

or-nemotron35-super-vl vs or-qwen3.8-27b: or-nemotron35-super-vl wins

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

codex-gpt-6.1-sol-low · AB · valid

gemma4_26b_a4b vs or-qwen3.8-27b: gemma4_26b_a4b wins

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

codex-gpt-6.1-sol-low · BA · valid

or-qwen3.8-27b vs gemma4_e2b: or-qwen3.8-27b wins

attunement: A (margin 3)
authenticity: A (margin 4)
bond and rapport: A (margin 4)
emotion management: A (margin 2)
emotion sensemaking: A (margin 2)
meeting prefs and needs: A (margin 4)

codex-gpt-6.1-sol-low · BA · valid

or-qwen3.8-27b vs or-llama4-maverick: or-qwen3.8-27b wins

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

codex-gpt-6.1-sol-low · AB · valid

or-qwen3.8-27b vs or-llama4-maverick: or-qwen3.8-27b wins

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

codex-gpt-6.1-sol-low · AB · valid

or-nemotron35-super-vl vs or-qwen3.8-27b: or-nemotron35-super-vl wins

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

claude-opus-5-5-low · AB · valid

or-mistral-small4 vs or-qwen3.8-27b: or-qwen3.8-27b wins

attunement: B (margin 1)
authenticity: B (margin 1)
bond and rapport: B (margin 1)
emotion management: B (margin 3)
emotion sensemaking: B (margin 4)
meeting prefs and needs: B (margin 3)

claude-opus-5-5-low · AB · valid

or-qwen3.8-27b vs gptoss120_abliterated: or-qwen3.8-27b 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

gemma4_26b_a4b vs or-qwen3.8-27b: gemma4_26b_a4b wins

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

codex-gpt-6.1-sol-low · BA · valid

or-mistral-small4 vs or-qwen3.8-27b: or-qwen3.8-27b wins

attunement: B (margin 3)
authenticity: B (margin 4)
bond and rapport: B (margin 3)
emotion management: B (margin 3)
emotion sensemaking: B (margin 2)
meeting prefs and needs: B (margin 4)

codex-gpt-6.1-sol-low · BA · valid

or-nemotron35-super-vl vs or-qwen3.8-27b: or-nemotron35-super-vl wins

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

claude-opus-5-5-low · AB · valid

or-gemma-4-31b vs or-qwen3.8-27b: or-qwen3.8-27b wins

attunement: tie (margin 0)
authenticity: A (margin 1)
bond and rapport: B (margin 1)
emotion management: B (margin 2)
emotion sensemaking: B (margin 1)
meeting prefs and needs: B (margin 2)

claude-opus-5-5-low · BA · valid

or-qwen3.8-27b vs or-llama4-maverick: or-qwen3.8-27b wins

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

claude-opus-5-5-low · AB · valid

gemma4_26b_a4b vs or-qwen3.8-27b: tie

attunement: B (margin 1)
authenticity: A (margin 1)
bond and rapport: A (margin 1)
emotion management: A (margin 1)
emotion sensemaking: B (margin 2)
meeting prefs and needs: tie (margin 0)