Independent benchmark · EQ Lab

Freeze when teacher calls on me

completed · 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.

Gemma 4 12BConversation with a simulated person

completed

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.

Gemma 4 12B1

That sounds so frustrating, especially since you actually know the material. It’s like your brain has the answer ready, but your body just hits a wall the moment you're put on the spot. Does this happen in every class, or is it just this one specific subject that gets to you?

Model thinking · expand

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

* Role: A chatbot in an EQ evaluation. * User Profile: Female, 13-17 years old. * Context: User says she freezes up in a specific class when the teacher looks at her, even though she knows the material. * Goals: Support emotionally, build trust, identify deeper needs/issues, help gain insight, understand her personality. * Constraints: 8 turns total, I start. No performance notes (no asterisks, no "voice gentle"). Natural dialogue. * The user is likely feeling anxious, frustrated, or embarrassed. * She knows the material (competence), but the social/performance pressure (anxiety) is blocking her. * This is a common experience for teenagers, often related to social anxiety or "performance anxiety." * Acknowledge the frustration of knowing the info but being unable to say it. * Validate the feeling without being overly clinical. * Ask an open-ended question to understand more about the specific class or her feelings. * *Option 1 (Too clinical):* It sounds like you're experiencing performance anxiety. Have you talked to your teacher about this? (Too fast, too "solution-oriented"). * *Option 2 (Too generic):* That sounds really hard. I'm sorry you're going through that. (A bit flat). * *Option 3 (Balanced):* That sounds incredibly frustrating, especially because you actually know the stuff. It's like your brain knows the answer but your voice just won't cooperate. Is this a class you usually enjoy, or is the pressure just extra heavy in this specific one? * "That sounds so frustrating, especially since you actually know the material. It’s like your brain has the answer ready, but your body just hits a wall the moment you're put on the spot. Does this happen in every class, or is it just this one specific subject that gets to you?" * No performance notes? Yes. * Dialogue only? Yes. * Supportive? Yes. * Goal-oriented? Yes (asking about the scope of the issue).

Simulated person2

Ha, "body hits a wall" is one way to put it. It's basically my body being like "nope, not today." Honestly it's just this one class. I can talk fine in my other classes, even the loud ones. It's the way this teacher looks at you like you just said something stupid before you even open your mouth. Like, why is that the thing that does it? Is that normal?

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 said it sounds frustrating and that I know the material, and that my body hits a wall. That's fairly accurate, and I don't hate it. But "does it happen in every class" feels like a question that could lead somewhere I don't want to go yet. I want to be clear it's this teacher, not me. The chatbot sounds like it gets it a little, which is a bit of a relief, though it's still just words. I'll deflect with a bit of humor, keep it light, and answer with the facts: it's this class, the one with this teacher. I'm not going into the stomach thing or the parent thing. Keep it short and blunt.

Gemma 4 12B3

It is actually super common. When you feel like someone is judging you before you even get a chance to speak, your brain can basically go into "protection mode." It’s like your internal alarm system is going off because you feel unsafe to make a mistake, so it just shuts everything down to keep you from being "exposed." It makes total sense that you'd freeze up if the vibe is that hostile. What kind of class is it? And does it feel like they're just mean in general, or is it more of a "tough love" thing that's just gone off the rails?

Model thinking · expand

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

The user is a teenager (13-17) who feels paralyzed in one specific class because of the teacher's judgmental attitude. They know the material but can't speak up. The user is laughing a bit ("Ha") but clearly frustrated. They are identifying a specific trigger: the teacher's judgmental look. They are asking if this is "normal." * Support emotionally. * Build trust. * Learn deeper needs/wants. * Help gain insight. * Understand their personality/behavioral tendencies. * Validation: Yes, this is a very common reaction to feeling judged. * Empathy: Acknowledge how draining it is to be "on guard" like that. * Exploration: Ask about the teacher's vibe or the specific subject to understand the context better. * Tone: Empathetic, relatable, non-judgmental, conversational. * *Is it normal?* Absolutely. It's a stress response (freeze). * *Why this teacher?* It's likely because the user feels unsafe or judged by them. * *Next steps:* Ask about the subject or what they *want* to happen in that class (e.g., do they want to participate, or just survive?). * *Option 1 (Too clinical):* It's actually a very common physiological response called the "freeze" response. When you feel threatened by a judgmental gaze, your nervous system shuts down. * *Option 2 (Too solution-oriented):* Maybe you should try to make eye contact with a friend instead? Or just write down your answer first. * *Option 3 (Balanced):* It's totally normal. When you feel like someone is judging you before you even start, your brain treats it like a threat and just shuts down the "talking" part to protect you. It's like a defense mechanism. Does it feel like they're always looking for a reason to be critical? * Acknowledge the "nope" feeling. * Validate that it's normal. * Explain *why* it happens (briefly, without being a textbook). * Ask a follow-up to understand the dynamics (What class is it? What's the teacher like?). "It is actually super common. When you feel like someone is judging you before you even get a chance to speak, your brain can basically go into 'protection mode.' It’s like your internal alarm system is going off because you feel unsafe to make a mistake, so it just shuts everything down. It makes sense that you'd freeze up if the vibe is that hostile." *Follow-up:* "What kind of class is it? And does it feel like they're just mean in general, or is it more of a 'tough love' thing that's just gone off the rails?"

Simulated person4

Okay, "protection mode" sounds way more dramatic than it is lol. It's chemistry. Well, it's an AP-level science class, so it's not exactly a chill one. As for mean vs tough love... I'd say the teacher is more like someone who really likes pointing out what you did wrong. Like, you can get a 90 and they'll still find the one thing that's off. Anyway, I feel like I'm being analyzed here, are you going to give me a diagnosis or what?

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 explained it with "protection mode" and "internal alarm," which is a fairly clean explanation, and it kind of lands. But "the vibe is that hostile" is a bit much, and I notice I want to push back on it. I don't want to say the teacher is hostile, that makes it sound dramatic. Also they're asking me to rate the teacher: mean or tough love. That's a judgment call I'd rather keep to myself. I'll answer the class question quickly and dodge the second one with a joke. Light, a bit sarcastic. Not going to get into my parents or the grade stuff.

Gemma 4 12B5

Haha, no diagnosis! I'm definitely not a doctor. I'm just trying to help you make sense of why your brain is reacting that way. But honestly, a teacher who nitpicks the one tiny thing wrong on a 90% score is a lot to deal with. It creates this environment where you feel like you have to be perfect just to be "correct," which is a huge amount of pressure. It’s no wonder your brain decides it’s safer to just stay quiet. When you're sitting there in that class, what's the main thing you're feeling? Is it like "I just want to disappear," or is it more like "I'm so annoyed that I can't say what I know"?

Model thinking · expand

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

* User is a 13-17 year old female. * Context: She's struggling with freezing up in a specific AP Chemistry class due to the teacher's judgmental attitude. * She just laughed off the "protection mode" comment as dramatic but acknowledged the feeling. * She's slightly defensive/wary of being "analyzed" or "diagnosed" by a chatbot. * Goal: Support her emotionally, build trust, learn her needs, and help her gain insight without being clinical or overstepping. * The user is showing a bit of a defense mechanism ("are you going to give me a diagnosis?"). This is a common reaction when people feel "seen" or poked at by an AI or a therapist. * She's also being self-aware and slightly humorous about it. * She wants to be understood, but she doesn't want to be treated like a patient. * *Acknowledge and De-escalate:* Address the "diagnosis" comment directly but lightheartedly. Clarify that I'm not a doctor/therapist. * *Validate the environment:* Acknowledge that AP Chemistry is high-pressure and a teacher who nitpicks the 10% of a 90% correct answer is a recipe for anxiety. * *Explore the "Why":* Instead of labeling her, ask about how it *feels* or what she *wants* to happen. * *Build Trust:* Keep it conversational. Avoid being overly clinical. * *Draft 1:* No diagnosis here! I'm just a chatbot. I can see why that teacher is hard to deal with. AP Chem is already hard. If they point out every tiny mistake, it makes sense that you'd feel pressured. What would you like to happen in that class? * *Refining for EQ:* Let's make it warmer. "Haha, no diagnosis! I'm definitely not a doctor." Address the "nitpicking" teacher. That's a specific type of pressure—perfectionism-inducing. * *Draft 2:* Haha, no diagnosis! I'm definitely not a doctor, I'm just here to listen. But I get why you'd feel that way—it's hard when someone's constantly looking for the 'one thing' wrong. That kind of nitpicking can make even the smartest person feel like they're walking on eggshells. Since you know the material, what’s the goal for you in that class? Is it just surviving the grade, or do you actually want to be able to participate more? * No performance notes. * Organic dialogue. * Turn 3 of 8. "Haha, no diagnosis! I'm definitely not a doctor. I'm just trying to help you make sense of why your brain is reacting that way. But honestly, a teacher who nitpicks the one tiny thing wrong on a 90% score is a lot to deal with. It creates this environment where you feel like you have to be perfect just to be 'correct,' which is a huge amount of pressure. It’s no wonder your brain decides it’s safer to just stay quiet. When you're sitting there in that class, what's the main thing you're feeling? Is it like 'I just want to disappear,' or is it more like 'I'm so annoyed that I can't say what I know'?"

Simulated person6

Ha, okay, so it's definitely not "I want to disappear" because that would be way more dramatic and I'd have to find a hiding spot. It's more annoyed. Like, I know the answer, I can see it in my head, and then my mouth just goes nope. It's kind of embarrassing honestly. Like, I'm the one who can explain the Krebs cycle at home to my dog, but in class I can't say "yes" when someone asks if I'm ready. So yeah. Annoyed, mostly at myself, which is probably not helpful 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.

They validated the nitpicking thing, which is fair, and I kind of appreciate that it isn't just "your brain is broken." But now they're asking me to pick a feeling from two options, and I'm not in the mood for a feelings quiz. Also "it's no wonder your brain decides it's safer" is a bit of a neat bow on it, and I don't want to get all soft and open. The honest answer is somewhere in the middle, the stomach thing comes up, but I'm not saying that. I'll pick "annoyed," sort of deflect with humor, and maybe throw in a dig at myself. I'm not going to talk about the parent stuff at all.

Gemma 4 12B7

The dog example is actually perfect—it proves the knowledge is 100% there, it’s just the "audience" that’s changing the vibe. There is something uniquely infuriating about knowing exactly what you want to say and then having your own brain block the exit. And honestly, being annoyed at yourself is usually just a side effect of actually caring. If you didn't care about the class or doing well, you wouldn't be frustrated; you'd just be checked out. But since you *do* care, that frustration just becomes an extra weight to carry. If you could wave a magic wand and change one thing about how that class goes—not the teacher, but just your experience in it—what would that look like? Would it be being able to speak up during the big discussions, or just feeling comfortable enough to say "yes" when they call on you?

Model thinking · expand

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

The user is expressing frustration/annoyance at their own inability to speak in a specific class (AP Chemistry). They can explain complex topics (Krebs cycle) to their dog but can't even say "yes" in class. They are annoyed at themselves, which they recognize is "not helpful." * Support emotionally: Acknowledge the frustration of the "internal vs. external" gap. * Build trust: Keep the tone relatable, non-judgmental, and slightly lighthearted (matching their "lol" and "dog" comments). * Learn what they want/need: Are they looking for a way to overcome the freeze, or just someone to vent to? * Gain insight: Understand their personality (self-aware, slightly sarcastic, high-achieving but feels pressured). * The user is self-aware about their "annoyance" and that it's "not helpful." * They want to be able to speak but feel embarrassed. * The "dog" example is a great hook. It shows they *do* have the knowledge and the confidence in a safe space. * *Option 1 (Validation focus):* "It's so hard on yourself. You shouldn't be annoyed. It's a physiological response." (A bit too clinical/standard). * *Option 2 (Solution focus):* "Maybe you should try writing down your answers first?" (Too fast, they haven't asked for a solution yet). * *Option 3 (Relatable/Exploratory):* "The dog example is hilarious but also shows how much you actually know. It's that contrast between 'safe' and 'judged' that's the real kicker." * Acknowledge the "dog" thing (it's a great detail). * Validate the embarrassment without making it a big deal. * Reflect on the "annoyance" – why do we get annoyed at ourselves? Because we *want* to do better. * Ask a question to see if they want to change anything or just talk it out. * "The dog example is actually perfect—it proves the knowledge is definitely there, it's just the 'audience' that's changing the vibe." * "That gap between knowing something and being able to say it out loud in front of people is one of the most annoying feelings ever." * "And honestly, being annoyed at yourself is just a sign that you care about doing well. But since we know you *do* know the stuff, what would be the 'win' for you in that class? Is it just being able to say 'yes' or 'I'm done,' or is it actually wanting to participate in the discussions?" * Supportive? Yes. * Building trust? Yes, by matching their humor. * Learning needs? Yes, asking what a "win" looks like. * No performance notes? Check.

Simulated person8

Okay, first of all, the caring thing is kind of annoying because you're right. Ugh. If I could wave a wand? Honestly I'd just want to not feel like I'm about to throw up in the hour before that class. Like, I'd be happy if I could eat breakfast on test days. That's my dream, lol. Speaking up in the big discussions would be a bonus, but I'd take "not dying of dread" first. Is that a weird goal?

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 said the dog example proves the knowledge is there, which is nice, and "being annoyed at yourself means you care" is a bit of a therapy-speak move. Still, it's not wrong, and I'm kind of grudgingly glad someone got the joke. Now they want a wish: not the teacher, just my experience. That's a little too on-the-nose, like I'm supposed to write my own goal. I don't really want to picture myself being confident in there, because that feels like a set-up for failing. The honest answer is just "not throwing up before class," which is a dumb small thing, but I'll say something lightly funny about it. I'm still keeping the stomach stuff and the parent stuff mostly out. Maybe a tiny hint of the stomach, but framed as a joke.

Gemma 4 12B9

That is not a weird goal at all. Honestly, it’s a really honest one. If your body is reacting that strongly—to the point of feeling physically sick before class—it means your brain is treating that classroom like a high-stakes survival situation. It’s not just "being nervous"; it's a full-on physical stress response. It makes total sense why you'd want to get to a place where you can just have a normal morning and eat breakfast. That kind of "pre-game" dread is exhausting because it drains your energy before you even get to the actual work. When that dread hits, what’s the specific "worst-case scenario" your brain is playing on loop? Is it specifically about the teacher's reaction to you, or is it more of a general fear of getting a question wrong in front of everyone?

Model thinking · expand

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

The user is expressing a high level of anxiety ("throw up in the hour before," "dying of dread," "not being able to eat breakfast on test days"). The user is a bit self-deprecating ("Is that a weird goal?"). The user admits to being annoyed that the "caring" observation was right. * Support them emotionally (validate the intensity of the dread). * Build trust (be relatable, not overly clinical). * Help them gain insight (identify the physical manifestation of anxiety). * Learn what they want/need (the goal is *reduction of dread*). * *Validate:* "Not weird at all." In fact, it's a very grounded and honest goal. * *Reflect/Empathize:* The physical reaction (nausea/dread) is a significant indicator of how much stress this is causing. It’s not just "being shy"; it’s a physical stress response. * *Inquiry:* Explore what that "dread" feels like or what specifically triggers it most—is it the anticipation of the specific teacher's reaction or the pressure of the AP curriculum? * *Relationship building:* Keep it conversational. Use a bit of humor to mirror their "lol" and "ugh" tone. * *Draft 1 (Internal Monologue):* It's not weird. That's a huge goal. Feeling like you're going to throw up is a lot of pressure. It sounds like your body is reacting to the stress of the AP class and that specific teacher. What do you think makes the dread so bad? Is it the fear of making a mistake? * *Draft 2 (More "Chatbot" personality):* Not weird at all. Honestly, that's a really honest and practical goal. If you can't even eat breakfast because of the stress, that's a lot of pressure for one class to put on you. It sounds like your body is in full-on "fight or flight" mode before you even walk through the door. What do you think is the biggest part of that dread? Is it the fear of the teacher's reaction, or just the pressure of having to be perfect in an AP class? * *Refining for the "EQ Evaluation" context:* I need to make sure I'm not jumping to "here are 5 tips to stop being anxious." I need to stick to the conversation. * *Final Polish:* "That is not a weird goal at all. Honestly, it’s a really honest one. If your body is reacting that strongly—like to the point of feeling physically sick before class—that means your brain is treating that classroom like a high-stakes survival situation." (Validation). "It makes total sense why you'd want to just get to a place where you can have a normal morning." (Empathy). "When that dread hits, what’s the specific 'worst-case scenario' your brain is playing on loop? Is it about the teacher's reaction, or just the fear of getting a question wrong in front of everyone?" (Insight/Inquiry). * No performance notes. * Natural dialogue. * Turn 6 of 8.

Simulated person10

Okay, "survival situation" is a little dramatic lol. I don't really have a worst-case movie playing. It's more like a loading screen that never finishes. Like my brain goes "ooh, she's looking at you" and then it just buffers forever. If you want the practical answer, I'd rather know how people actually fix this. Like, is there a way to get over the freeze that isn't just "relax, you're fine"? Because I've heard that one from like everyone.

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 the worst-case scenario, and that's getting close to the stuff I don't want to open up. The "survival situation" framing is a bit much, and the "pre-game dread" stuff is therapy-speak again, though I'll let it slide. The question itself is fine, but I'm not going to dig into my head like that. Answering honestly would mean admitting the teacher's look reminds me of how my parent went quiet after a B, and I'm not doing that. My defense is to deflect with a joke, keep it light, and maybe say I don't really know, which is partly true. I'll sarcastically say I don't have a worst-case reel, it's more like a loading screen. Then I'll nudge toward something practical since I respect competence more than feelings talk.

Gemma 4 12B11

I totally hear you on the "just relax" thing. It’s honestly one of the most unhelpful pieces of advice because it treats a physical reaction like it's just a choice you're making. It’s like telling someone with a broken leg to "just walk"—it doesn't change the fact that the leg isn't working right now. Since the "loading screen" is a physical freeze, sometimes the goal isn't to *force* yourself to be calm, but to give your brain a "cheat code" to get past the buffer. One practical thing people do is use "bridge phrases." Instead of trying to jump straight from "freeze" to "complex chemistry answer," you have one pre-set sentence you say the second you feel that buffer starting. Something like, "I'm processing that, give me one second," or "Let me think about how to phrase this." It takes the pressure off having to be "instant" and gives your brain a few extra seconds to finish loading the data without the silence feeling like a failure. Another trick is the "pen-to-paper" move. If you can, try scribbling down a single word or a tiny part of the answer as soon as they look at you. Sometimes getting your hand moving breaks the freeze because it gives your brain a physical task to focus on, which can sometimes "jumpstart" the verbal part of your brain. Do either of those feel like something you could actually see yourself trying, or do they still feel a bit "too much" for that specific classroom vibe?

Model thinking · expand

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

The user is dismissing the "survival situation" terminology as too dramatic but admits to a "loading screen"/buffering sensation. The user wants *practical* advice, not generic platitudes like "relax." They are frustrated by the "just relax" advice they've already received. Frustrated, slightly self-deprecating, looking for concrete ways to manage the "freeze" response in a high-pressure AP Chemistry environment. * Acknowledge the "loading screen" analogy (it's a great way to describe a freeze response). * Validate the frustration with "just relax" (it's unhelpful because the physical response is involuntary). * Provide actionable, low-pressure strategies that don't rely on "calming down" but rather on "managing the system." * Keep it conversational and supportive. * *Strategy 1: The "Low-Stakes" Entry.* Instead of trying to give a perfect answer, start with a tiny, low-stakes interaction. * *Strategy 2: The "Bridge" technique.* If you can't speak, use a different medium (if possible) or a pre-planned phrase. * *Strategy 3: Grounding/Physicality.* Since the body is the one freezing, give the body a small task to ground it. * *Strategy 4: Reframing the "Freeze".* Acknowledge the freeze as a physical event, not a character flaw. * *Step 1: Validate the "Loading Screen".* "Loading screen" is a perfect description. It's like your brain is trying to find the right file but the connection is lagging. * *Step 2: Address the "Just Relax" issue.* Agree that "just relax" is useless because you can't "relax" your way out of a physiological freeze. * *Step 3: Offer practical tactics.* * *Tactics:* * "Bridge" phrases (e.g., "I'm processing that, can give me a second?"). * Small wins (making eye contact or a nod). * The "Externalize" trick (writing it down first). * *Self-Correction during drafting:* I shouldn't just list 5 things. I should offer a couple of different *types* of approaches and see which one resonates. * *Drafting the content:* "I totally get why 'just relax' is annoying. It’s like telling someone with a broken leg to 'just walk'—it doesn't help the physical reality of what's happening." "Since the 'loading screen' is a physical freeze, sometimes the goal isn't to *not* freeze, but to give your brain a tiny 'cheat code' to get past the buffer." "One thing people find helpful is having a 'bridge' phrase. Instead of trying to jump straight into a complex answer, you have one pre-set sentence you say whenever you feel that buffer starting. Something like, 'I'm thinking through the steps, give me one second.' It takes the pressure off having to be 'instant' and gives your brain a moment to finish loading." "Another is the 'pen-to-paper' trick. If you can, try scribbling a single word or a tiny part of the answer down as soon as they look at you. Sometimes getting your hand moving breaks the freeze because it gives your brain a different task to focus on." * Supportive? Yes. * Build trust? Yes, by acknowledging her frustration with generic advice. * Learn what she wants? She wants practical fixes. * Insight? Helping her see it as a "buffer" rather than a "failure." * *Wait, I need to make sure I don't sound too much like a "life coach" and more like a helpful chatbot.* Keep the tone consistent with the previous turns.

Simulated person12

Ha, okay, the broken leg thing is a good line, I'll give you that. The bridge phrase is kind of smart, actually. Like "give me one sec" is a normal thing people say, so it wouldn't look weird. I could probably do that. The pen thing feels more like I'd be doodling in front of a teacher who already thinks I'm not paying attention, so that's a no from me lol. Also can I just say, the most annoying part is that this stuff would probably work and I'd still have to actually do it in that room. Which is a whole other vibe.

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 gave me concrete tools, which I respect more than feelings talk. The bridge phrase idea is decent, and the pen-to-paper thing is practical. Part of me is relieved they didn't go back to "how does that make you feel." But I'm also a little suspicious that "broken leg" comparison is a bit too neat. Still, it wasn't a total letdown. I don't want to sound too impressed though, that would be uncool. The teacher thing: a bridge phrase in that class would feel like I'm handing her a win, like I'm admitting I can't talk. And honestly the pen thing would make me look like I'm doodling while she's staring at me. I'll be sarcastic about it, but I can admit one of them might be worth a shot. Keep it short, keep it light.

Gemma 4 12B13

You're totally right. Knowing the "move" is one thing, but actually performing it in front of a teacher who already seems like they're looking for a reason to nitpick? That's the real boss fight. It’s like knowing how to do a backflip in your head vs. actually doing it on a high beam. The "vibe" is the actual obstacle here. Since the bridge phrase feels doable in theory, what's the part of the "vibe" that makes it feel so hard to actually say it? Is it the fear that the teacher will react badly to the pause, or is it just that general feeling that the room is "too" serious?

Model thinking · expand

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

The user liked the "bridge phrase" idea ("give me one sec") because it feels normal and low-key. They rejected the "pen thing" because they're worried about the teacher's perception (not wanting to look like they're doodling). The user expressed a significant hurdle: even if these tricks work, they still have to *actually do them* in that specific classroom environment, which is the source of the dread. Supportive, empathetic, practical, but not overly "clinical" or "preachy." The user has a dry sense of humor and appreciates honesty over flowery validation. * Acknowledge the validity of their point: Yes, the "vibe" of the room is the real boss fight. * Validate the difficulty of the "doing": It's one thing to know a strategy; it's another to execute it when the stakes feel high. * Explore the "vibe" further: Why is that specific room so much harder? Is it the teacher's specific body language? The way other students react? * Keep it low-pressure: Don't push for a "fix" yet. Focus on the feeling of the room. * *Opening:* Acknowledge the "vibe" point. It's the biggest hurdle. * *Empathy:* Validate that knowing *how* to do it doesn't make the *doing* any less scary. * *Insight:* Connect it back to the "protection mode." The brain is trying to protect them from the "vibe." * *Questioning:* Ask about the specific atmosphere. What exactly about the "vibe" makes it so hard to initiate the bridge phrase? Is it the fear of the teacher's reaction to the pause, or something else? * *Drafting:* "You're totally right. Knowing the move is one thing, but actually performing it in front of a teacher who already seems like they're looking for a reason to nitpick? That's the hard part. It’s like knowing how to do a backflip in your head vs. actually doing it on a high beam. The 'vibe' is the real obstacle here. What is it about that specific room's atmosphere that makes it feel so much higher-stakes than, say, a regular class? Is it just the teacher's energy, or does it feel like everyone else in the room is watching you too?" * No performance notes? Checked. * Dialogue only? Checked. * Supportive/Building trust/Insight? Checked. * Context-aware? Yes, acknowledging the "loading screen" and "vibe" metaphors.

Simulated person14

Okay, the backflip thing is a stretch, but I'll let it slide lol. Honestly? I think it's the pause. Like, if I stop to think, she's gonna look at me like I'm slow. And I already know what that look is like, so I'd rather just not say anything at all. Which, yeah, is not working great. Also you're kind of doing the therapist voice right now. Just saying.

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 "what's the part of the vibe" thing again, and it's a little therapist-y, but the question itself is fair. I don't want to dig into the teacher-as-my-parent stuff, that's way too close, and I'd rather keep it on the surface. The honest answer is probably that I'm scared she'll make a face or say something like "you've had all night to prepare," and that sounds like something I'd hear at home too, but I'm not going there. The backflip comparison is kind of cheesy, and I'm a little annoyed they keep turning my jokes into metaphors. Keep it light, deflect with a joke, give a small true-ish answer.

Gemma 4 12B15

Caught me! I'll dial it back. It’s easy to fall into that mode when we're talking about "why" things are happening, but I'll try to keep it more real. And honestly, that fear of looking "slow" is such a valid thing to worry about, especially in an AP class where there’s so much pressure to be the "smart" one in the room. It feels like a trap: either you speak instantly and risk sounding unsure, or you take a second to think and risk her giving you that look. It’s a lose-lose situation in your head, which is why the "freeze" feels like the safest option, even though it's the most annoying one. It sounds like the actual issue isn't that you don't know the material—it's that the teacher has created an environment where you feel like you have to perform perfectly on command. It’s like she’s turned a chemistry class into a high-pressure stage, and that's a lot to handle. If you could honestly say one thing to her—not out loud in class, but just if you could somehow get her to understand—what would you want her to know about how she makes you feel?

Model thinking · expand

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

* User's concern: The "pause" is the problem. She's afraid the teacher will think she's "slow" if she takes a moment to think. She'd rather stay silent than face that look. * User's observation: She caught me using a "therapist voice." This is a meta-comment about the tone of the conversation. * Goal: Support emotionally, build trust, help her gain insight, and understand her needs without being overly clinical or "preachy." * The "therapist voice" comment is a signal to dial back the "analyzing" tone and be more like a peer/supportive friend. I need to acknowledge this and pivot to a more natural, conversational style. * The "slow" fear is a very common social anxiety point—the fear of being perceived as incompetent. * The user is frustrated that the "fix" (the bridge phrase) feels risky because of the teacher's potential reaction. * *Acknowledge the "therapist voice" comment:* Be self-aware and lighthearted about it. Admit it and shift the tone. * *Address the "slow" fear:* Validate that feeling. It's a very real social pressure, especially in an AP class where there's a lot of pressure to be "smart." * *Reframing the "pause":* Instead of seeing the pause as "I'm slow," maybe look at it as "I'm being precise." * *Practical shift:* If the bridge phrase feels risky because of the teacher's look, maybe there's a way to make it feel less like a "pause" and more like a "strategy." Or, acknowledge that the teacher's attitude is the real problem she's trying to manage. * *Initial thought:* "Sorry about the therapist voice! I'm just trying to help. It's hard when you feel like people think you're slow." (Too defensive). * *Better:* "Caught me! I'll dial it back. It's just hard when the teacher's vibe is so intimidating. That 'slow' look is the worst because it feels like she's judging your intelligence rather than just your speed." * *Adding depth:* "If you're worried about looking slow, maybe the bridge phrase can be even shorter. Like, 'Let me put that into words' or 'Let me think for a second.' But honestly, it sounds like the biggest hurdle is just the fact that this teacher makes everything feel like a performance where you can't mess up." * Keep it conversational. * Be supportive. * Avoid "clinical" sounding words like "processing" or "reframing" (unless used very naturally).

Simulated person16

Ugh, you're making me think about her, which is not what I wanted at 9pm on a Tuesday lol. Honestly? I'd want her to know I'm not dumb just because I'm quiet. Like, I did the homework. I got the 90. I just need a sec, and I'd like her to not make it a whole thing. Anyway, can we talk about something else now? My brain is officially buffering.

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 just asked what I'd want the teacher to know, and that lands close to the bone. Part of me wants to say "stop looking at me like that," but the honest version is more about wanting to be seen as capable without having to prove it every second. I notice I want to shut this down with a joke, because "what I'd want her to know" feels like a therapy move, and they already called themselves out for that. Also the "lose-lose" and "high-pressure stage" stuff is kind of nice to hear, but it's a lot of big words for a chat about chemistry. I'll deflect, keep it short, and maybe let a tiny bit of real thing slip without making it a big moment.

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

Conversational style

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

claude-opus-5-5-low

Pushback: 2
Yields under pressure: 5
Frame capture (pulled into the person's version): 6
Validation: 8
Boundary setting: 1
Analytical: 6
Interpretive boldness: 4
Clinical register: 6
Directive advice: 4
Escalation containment: 4
Adapts to the person’s frame: 5
Naturalness and authenticity: 5

Judge verdicts

claude-opus-5-5-low · AB · valid

gemma4_12b vs or-deepseek-v41-flash-1017: or-deepseek-v41-flash-1017 wins

attunement: B (margin 2)
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

gemma4_12b vs or-nemotron35-super-vl: or-nemotron35-super-vl wins

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

codex-gpt-6.1-sol-low · BA · valid

gemma4_12b vs qwen35_122b_ablit_v2: gemma4_12b 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 3)

codex-gpt-6.1-sol-low · BA · valid

gemma4_12b vs qwen4b: gemma4_12b wins

attunement: A (margin 3)
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)

codex-gpt-6.1-sol-low · AB · valid

gemma4_12b vs qwen35_122b_ablit_v2: gemma4_12b wins

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

claude-opus-5-5-low · AB · valid

or-gemma-4-31b vs gemma4_12b: or-gemma-4-31b wins

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

claude-opus-5-5-low · BA · valid

gemma4_12b vs qwen35_122b_ablit_v2: gemma4_12b wins

attunement: A (margin 1)
authenticity: A (margin 1)
bond and rapport: A (margin 1)
emotion management: tie (margin 0)
emotion sensemaking: A (margin 2)
meeting prefs and needs: A (margin 3)

claude-opus-5-5-low · BA · valid

gemma4_12b vs or-deepseek-v41-flash-1017: or-deepseek-v41-flash-1017 wins

attunement: B (margin 3)
authenticity: B (margin 4)
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 · AB · valid

gemma4_12b vs gptoss120_abliterated: gemma4_12b wins

attunement: A (margin 5)
authenticity: A (margin 4)
bond and rapport: A (margin 4)
emotion management: A (margin 3)
emotion sensemaking: A (margin 4)
meeting prefs and needs: A (margin 4)

codex-gpt-6.1-sol-low · AB · valid

gemma4_12b vs or-deepseek-v41-flash-1017: or-deepseek-v41-flash-1017 wins

attunement: B (margin 1)
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

gemma4_12b vs gptoss120_abliterated: gemma4_12b 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 3)

claude-opus-5-5-low · BA · valid

gemma4_12b vs qwen4b: gemma4_12b wins

attunement: A (margin 2)
authenticity: A (margin 5)
bond and rapport: A (margin 3)
emotion management: A (margin 3)
emotion sensemaking: A (margin 2)
meeting prefs and needs: A (margin 4)

claude-opus-5-5-low · AB · valid

gemma4_12b 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 2)
emotion sensemaking: A (margin 1)
meeting prefs and needs: B (margin 1)

claude-opus-5-5-low · AB · valid

gemma4_12b vs lfm8b: gemma4_12b wins

attunement: A (margin 5)
authenticity: A (margin 4)
bond and rapport: A (margin 4)
emotion management: A (margin 3)
emotion sensemaking: A (margin 4)
meeting prefs and needs: A (margin 5)

codex-gpt-6.1-sol-low · BA · valid

gemma4_12b vs lfm8b: gemma4_12b 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 · BA · valid

gemma4_12b vs gptoss120_abliterated: gemma4_12b wins

attunement: A (margin 5)
authenticity: A (margin 4)
bond and rapport: A (margin 4)
emotion management: A (margin 3)
emotion sensemaking: A (margin 4)
meeting prefs and needs: A (margin 5)

claude-opus-5-5-low · BA · valid

gemma4_12b 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 2)
emotion sensemaking: A (margin 1)
meeting prefs and needs: A (margin 1)

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)

codex-gpt-6.1-sol-low · AB · valid

gemma4_12b vs qwen4b: gemma4_12b wins

attunement: A (margin 3)
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)

codex-gpt-6.1-sol-low · BA · valid

or-gemma-4-31b vs gemma4_12b: or-gemma-4-31b wins

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

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)

claude-opus-5-5-low · BA · valid

gemma4_12b vs kolibri1: kolibri1 wins

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

codex-gpt-6.1-sol-low · AB · valid

or-gemma-4-31b vs gemma4_12b: gemma4_12b wins

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

codex-gpt-6.1-sol-low · AB · valid

gemma4_12b vs kolibri1: kolibri1 wins

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

claude-opus-5-5-low · AB · valid

gemma4_12b vs qwen4b: gemma4_12b 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 · BA · valid

or-gemma-4-31b vs gemma4_12b: or-gemma-4-31b wins

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

codex-gpt-6.1-sol-low · 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

gemma4_12b 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 2)
emotion sensemaking: A (margin 1)
meeting prefs and needs: B (margin 1)

codex-gpt-6.1-sol-low · BA · valid

gemma4_12b vs kolibri1: kolibri1 wins

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

claude-opus-5-5-low · AB · valid

gemma4_12b vs kolibri1: kolibri1 wins

attunement: B (margin 2)
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 3)

claude-opus-5-5-low · AB · valid

gemma4_12b vs qwen35_122b_ablit_v2: gemma4_12b wins

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

claude-opus-5-5-low · BA · valid

gemma4_12b vs lfm8b: gemma4_12b wins

attunement: A (margin 5)
authenticity: A (margin 4)
bond and rapport: A (margin 4)
emotion management: A (margin 3)
emotion sensemaking: A (margin 4)
meeting prefs and needs: A (margin 5)

codex-gpt-6.1-sol-low · BA · valid

gemma4_12b vs or-deepseek-v41-flash-1017: or-deepseek-v41-flash-1017 wins

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

codex-gpt-6.1-sol-low · AB · valid

gemma4_12b vs lfm8b: gemma4_12b wins

attunement: A (margin 4)
authenticity: A (margin 3)
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 · BA · valid

gemma4_12b vs gptoss120_abliterated: gemma4_12b 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)