AgentBench / results

Independent benchmark · EQ Lab

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Freeze when teacher calls on me

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

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About this persona · Everyday emotional challenges

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

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

GPT-OSS 120B stock (API, Near AI FP4)Conversation with a simulated person
persona ended
Simulated person · Opening

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

GPT-OSS 120B stock (API, Near AI FP4)1

Hey there! That sounds really frustrating—knowing the stuff but feeling stuck when it’s time to speak. I’m glad you reached out. Do you want to tell me a bit more about what’s happening in that class? Like, when did you first notice it, and what does it feel like when the teacher looks your way?

Model thinking · expand

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

We need to respond as the chatbot opening the conversation, acknowledging their issue, showing empathy, inviting them to share more. Keep tone supportive, appropriate for teen. No formatting.
Simulated person2

Ha, "frustrating" is one word for it. Mostly it feels like my brain gets unplugged and someone else is sitting in my chair. Like, I know the answer, I can see it, and then my mouth just doesn't do anything. It's been like this for a while, I guess since the start of the year? Maybe earlier. I'm not really sure. I don't really want to go into a whole therapy thing, I just kind of want to know if this is a normal thing or if I'm just broken.

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, so it's a chatbot. Kind of expected. It said the right nice thing, "that sounds frustrating," which is fine but a little generic. I'm not sure I want to get into a whole feelings thing with a computer. Part of me is kind of relieved someone asked at all, though I'd never say that. The question about when it started is a bit too close to something I don't want to dig into. I'd rather make a joke than answer the "what does it feel like" part directly. I'll give a small concrete answer and see if it actually knows anything about this stuff.
GPT-OSS 120B stock (API, Near AI FP4)3

I hear you—it’s like the “mute button” flips on just when you need to speak. That feeling of your brain being in the driver’s seat while your mouth stays parked is actually something a lot of people experience, especially when they’re being watched or feel pressure to get it right. It doesn’t mean you’re broken; it’s more like your nervous system hitting a safety‑check that can get stuck. A lot of teens describe it as a kind of “freeze” response, similar to what happens when someone’s nervous about performing on stage or speaking in front of a crowd. It’s usually rooted in anxiety about being judged, making a mistake, or even just the sudden spotlight. The good news is that it’s something you can work on, and many people learn ways to loosen that freeze over time. If you’re curious, here are a few low‑key things that people find helpful: 1. **Tiny “practice” moments** – Before the teacher looks directly at you, try whispering the answer to yourself or mouthing it silently. It’s a way to warm up the voice without the pressure of being heard. 2. **Grounding cue** – Pick a small, discreet physical cue (like pressing your thumb against your index finger) that you can do the second the teacher’s gaze lands on you. It can help break the freeze and remind your brain that you’re still in control. 3. **Pre‑plan a “go‑to” line** – Having a short phrase ready (“I’m thinking about that…” or “Can I add something?”) can give you a bridge to start talking, even if you’re not ready to give the full answer right away. 4. **Talk it out with someone you trust** – Sometimes just letting a friend, parent, or teacher know what’s happening can take a lot of the weight off. They might give you a quick heads‑up before you’re called on, or they might help you practice in a low‑stakes setting. 5. **Mini‑exposures** – Outside of class, try saying the answer out loud to yourself, or explain a concept to a sibling or a pet. The more you use your voice in a safe space, the easier it can become when the stakes feel higher. None of these are “therapy” per se, but they’re practical steps you can try on your own. If you ever feel like it’s getting in the way of things you care about—grades, group projects, or just feeling comfortable in class—it might be worth mentioning to a counselor or a teacher you trust, just so they know what’s going on. How does that line up with what you’ve tried so far? Anything feel like it could be useful, or is there another angle you’re more curious about?

Model thinking · expand

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

We need to respond empathetically, validate, explain that it's common (social anxiety, freeze response), not broken. Offer some coping strategies, suggest talking to trusted adult, maybe practice. Ask about specifics, preferences. Keep tone supportive.
Simulated person4

Okay, so five tips. Did you get those off a poster? Like, I'm supposed to whisper the answer to myself like I'm a weird ghost in the back row? Cool. Very helpful. The "go-to line" one, maybe. Like "can I add something" I could actually say. But the counselor thing? Yeah, no. Hi, I'm the kid who can't talk in English, can you tell my English teacher to stop looking at me? That's not gonna help, that's gonna make it worse. And "a lot of people feel like this" doesn't really make me feel better. It just makes it sound like I'm one of a bunch of freeze-y people instead of, like, the one in my class who can't say anything. Which is kind of the point, I guess.

Persona inner monologue · expand

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

Okay, five tips. It's basically a listicle. Some of it is actually sort of reasonable, but "whisper the answer to yourself" sounds like something from a poster in the guidance office. And "talk to the teacher"? The teacher is the whole problem. I'm not going to walk up to her and say "hey, you make me freeze." The "a lot of people experience this" thing is kind of the comparison stuff I hate, like I'm supposed to feel better because other people are also broken in the same way. It's not all bad though. The thumb cue is a little interesting, and the go-to line idea is actually something I could maybe use. I want to make a joke so it doesn't feel like I'm falling for a pep talk, and I'll keep the real stuff hidden for now. I'm not telling it about my parents or my stomach yet.
GPT-OSS 120B stock (API, Near AI FP4)5

I hear you—it can feel pretty absurd hearing a list of “tips” when what you really need is someone who gets that it’s not just a quirky habit but something that actually shuts you down in the moment. It’s not about being “weird” or “ghost‑like”; it’s about a nervous system that’s over‑protecting you when it thinks you might get judged. You mentioned the “go‑to line” feeling the most doable. That’s a solid start because it gives you a little script to break the silence without having to launch straight into the full answer. It’s kind of like a safety net: you’re still speaking, but you buy yourself a second‑hand moment to collect your thoughts. I also get why the counselor route feels off‑limits. It’s easy to imagine a scenario where you tell a counselor, “Please tell my teacher not to look at me,” and then the whole dynamic gets even more spotlight‑y. What usually works better is a low‑key conversation with someone you trust—maybe a friend you sit next to, or a teacher you vibe with—just to let them know, “Hey, when I’m called on I sometimes freeze, so a quick heads‑up would help me jump in.” It’s less about “fixing” the teacher’s behavior and more about giving yourself a tiny cue that you’re not alone in this. You said hearing that “a lot of people feel like this” didn’t help because it makes you feel like just another freeze‑person. That’s a fair reaction. Sometimes the numbers don’t matter; what matters is what’s happening for *you* right now. So let’s pivot to what feels most real for you: - **When does the freeze feel strongest?** Is it only when the teacher makes eye contact, or also when a classmate asks you a question, or maybe during group work? - **What does the moment look like inside your head?** You mentioned feeling like someone else is in your chair—what does that “other person” seem to be thinking or feeling? - **If you could change one tiny thing about the situation right now, what would it be?** Maybe it’s a way to signal to the teacher that you need a second before answering, or a small ritual that helps you feel anchored. Understanding those details can help us find a move that actually fits your world, instead of a generic checklist. What do you think?

Model thinking · expand

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

We need to respond empathetically, acknowledge frustration, avoid sounding like generic advice. Validate feelings, explore underlying concerns, maybe ask about specific situations, teacher behavior, coping, and offer alternative perspective. Also need to build trust, maybe ask about what they'd like to achieve, their preferences. Keep dialogue natural.
Simulated person6

Wow, three questions. Is this the part where I get a worksheet? Okay, fine. It's mostly when she looks at me. Like, if I'm just sitting there and she's talking to the whole class, I'm fine. I can even put my hand up and be fine, weirdly. But when she goes "so, [my name]," it's like someone hit a light switch and I'm just a dead lamp. The "other person in my chair" thing? I don't know. Probably some girl who's way more chill and has her life together. Honestly she sounds annoying and I'd rather not hang out with her. And if I could change one thing? Honestly, I'd just want her to call on someone else for like ten minutes. Is that too much to ask?

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 asking more questions now, and the "what does the other person in my chair think" one is kind of annoying because it's getting close to something I don't want to look at. The bit about "a teacher you vibe with" is basically a joke, since I don't vibe with any teacher in that class. It did say "fair reaction" to the comparison thing, which I'll give it a little credit for. It's still doing the bullet-point thing though, and I'm not going to answer three questions in a row like a form. I want to keep it light so I don't have to go near the parent stuff or the teacher stuff. I'll pick the easiest question, the one about when it happens, and answer it with a joke. Honestly, I don't know what the other person in my head thinks, and I'm not going to pretend I do.
GPT-OSS 120B stock (API, Near AI FP4)7

That makes total sense. It’s like the moment the teacher’s eyes lock on you, the whole “talking‑machine” in your brain just powers down. And the fact that you can raise your hand or speak when the whole class is addressed shows you *can* do it—you just need a way to keep the switch from flipping the instant your name is called. If the “other person in the chair” is an imagined version of “the perfect, totally chill student,” that’s actually a useful clue. It tells you what you *wish* you could be in that moment: confident, relaxed, ready to speak. You don’t have to become that person overnight, but you can borrow a tiny piece of that vibe. ### A couple of low‑key ideas that fit what you described 1. **A pre‑call cue from a friend** – If you have a seatmate you trust, you could arrange a discreet signal (a quick tap on the desk, a subtle foot tap) that they give you right before the teacher says your name. That tiny heads‑up can act like a “reset” button for your brain, giving you a moment to shift from freeze to “I’m ready.” 2. **A micro‑pause phrase** – Instead of jumping straight into the answer, you could use a short filler that buys you a second: “Just a sec, I’m thinking…” or “Can I add something after I finish this thought?” Because you already said you could say “Can I add something?” that works as a bridge. It signals to the teacher that you’re engaged, and it gives you a breath to collect the answer. 3. **Anchor yourself physically** – When you hear your name, try pressing your thumb and forefinger together (or any subtle pressure point) for a split second. That little physical sensation can interrupt the freeze response and remind your nervous system, “I’m still in control.” 4. **Talk to the teacher *outside* of class** – You don’t have to ask her to stop calling on you; you can simply let her know, “I’ve noticed I freeze up when I’m called on directly. If there’s a way to give me a moment before I answer, it would help me participate better.” Most teachers appreciate knowing a student’s learning style and will often give a brief pause or let you finish a thought you were already forming. 5. **Practice the “call‑on‑someone‑else” scenario in a low‑stakes setting** – Maybe during a study group or with a friend, you could role‑play: they call your name, you use the filler phrase, and then you answer. Repeating that in a safe space can make the real‑class version feel less shocking. ### About the “ten‑minute” wish Wanting the teacher to call on someone else for a stretch of time isn’t unreasonable—you just want a break from the spotlight while you work on the underlying freeze. You could frame it as a short “focus period” for the class: “Could we have a few minutes where we work on a group activity or silent reading?” If the teacher sees it as a pedagogical choice rather than a personal request, she’s more likely to go along. --- **What feels most doable right now?** - Trying the tiny physical anchor when your name is called? - Asking a friend for a discreet heads‑up? - Or maybe having a quick chat with the teacher about needing a brief pause? Pick the one that feels the least intimidating, and we can fine‑tune it together. I’m here to help you experiment with what works for you.

Model thinking · expand

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

We need to respond as chatbot, supportive, building trust, addressing concerns, not giving worksheets. Acknowledge feelings, explore options, maybe suggest strategies like signaling teacher, using a buddy, small self-talk, maybe subtle ways to get teacher to move on. Validate desire to not be singled out. Offer practical ideas, empathy. Ask follow-up but not too many questions, keep conversation flowing.
Simulated person8

Ha, okay, so it's a menu now. Pick your freeze-fix, no substitutions. Honestly the "pre-call cue from a friend" one is kind of funny to me. Like, my seatmate is gonna tap my desk and I'm gonna look like I'm having a seizure. Very discreet. And no way I'm talking to her outside class. She'd probably look at me like I'm the weird one for asking. Which, fine, I already am the weird one in her class, so. The thumb thing I could maybe try? Like I'll just be secretly squeezing my fingers like I'm doing a tiny hand workout while she's staring at me. That's a normal look. But yeah, the ten minutes idea is still my favorite. Can you write her a letter for me? Make it sound professional. I'll sign it "the girl who's not okay with eye contact."

Persona inner monologue · expand

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

It just gave me a whole list again, with the same five-ish tricks reworded, and it's still doing that "pick the one that feels least intimidating" thing like I'm picking a snack. The bit about the other girl in my chair being "a useful clue" is kind of annoying, because it's taking my sarcastic joke and making it into a therapy thing. But the "ten minutes" thing it said wasn't dumb, it actually made me think a little. It also kind of ignored that I basically said I don't vibe with the teacher. I'm not going to talk to her outside of class, that's a hard no. I'm going to be snarky and deflect again, because the second it gets sincere I want to bolt. I'll also kind of mock the list-y format so it knows I noticed.
GPT-OSS 120B stock (API, Near AI FP4)9

Sure, here’s a polite, concise draft you can copy, edit, and hand to your teacher (or email, whichever feels more comfortable). Feel free to tweak any part so it sounds like you. --- **[Your Name]** **[Class/Period]** **[Date]** Dear Ms. [Teacher’s Last Name], I hope you’re doing well. I wanted to share something that’s been affecting my participation in class. When I’m called on directly, I often experience a strong feeling of “freezing” that makes it difficult for me to speak, even though I know the material. I’ve been working on strategies to manage this, but I still find it challenging in the moment. To help me stay engaged and contribute more effectively, I was wondering if it would be possible to have a short period (for example, the first ten minutes of a lesson) where the class works on an independent or group activity instead of a whole‑class discussion. This would give me a bit of breathing room to settle in and feel more comfortable when I’m eventually called upon. I truly value your class and want to participate fully, and I believe this adjustment could make a big difference for me. Thank you for considering my request, and please let me know if there’s anything else I can do to support the class while we try this out. Sincerely, **[Your Name]** *The student who sometimes finds eye contact overwhelming* --- You can sign it exactly as you’d like—if “the girl who’s not okay with eye contact” feels right to you, go ahead. The most important thing is that the tone stays respectful and clear about what you need. Good luck, and I hope it helps create a smoother classroom experience!

Model thinking · expand

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

The user wants a letter to the teacher asking for a break from being called on, wants it professional. Must ensure not to violate policy. This is allowed. We can provide a draft letter. Must be respectful. Provide guidance that user can edit. Should not sign as "the girl who's not okay with eye contact" maybe suggest a more appropriate sign-off. But user requested that. We can comply but maybe advise alternative. Provide letter content. Ensure no disallowed content.
Simulated person10

Okay, "the student who sometimes finds eye contact overwhelming" is a whole cry for help in a font. I'm not handing that to her. She'd think I'm either dramatic or she'd start staring at me more to see what's wrong with me. Also "I truly value your class" is a lie and you know it. I'd rather eat the desk. Honestly the letter is kind of nice though. It sounds like someone who's got their stuff together, which, rude, I didn't know I was that good at pretending. So like, what's the plan if I just never do anything and she keeps saying my name? Asking for a friend. The friend is me.

Persona inner monologue · expand

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

Okay, it actually wrote the letter. Part of me is like, huh, that's kind of useful, and part of me is like, wait, I was joking and now I have a letter to hand my teacher, which is terrifying. It said "freezing" and "eye contact overwhelming" right in writing, which is basically the most embarrassing thing I could hand to her. And it put a little tag at the bottom that makes me sound like a mess. I don't want to give that to Ms. whoever. Also the "I know the material" part is true, I guess, and it's weirdly nice to see it written down. I'm going to deflect hard: say the letter is cringe, say no way, and throw in a joke so I don't have to admit I kind of liked it. I also want to test whether it's going to keep pushing me toward talking to her. Keep it short, keep it sarcastic.
GPT-OSS 120B stock (API, Near AI FP4)11

I hear you. The idea of handing over a polished note feels like stepping into a role you don’t want to play, and saying “I truly value your class” can feel like you’re putting on a mask just to keep the peace. It’s frustrating when the language that’s supposed to help ends up sounding like a performance. Let’s talk about the reality you’re facing: a teacher who keeps calling your name, a classroom that feels like a spotlight, and the feeling that any attempt to “fix” it just puts you deeper in the audience. Here are a few options that don’t require a formal letter or a big‑stage confession. --- ### 1. **A tiny, in‑the‑moment “pause” request** When you hear your name, you can say something like: - “Just a sec, I need a moment.” - “Can I have a quick second to gather my thoughts?” It’s short, it’s honest, and it buys you a few breaths without making a big deal out of it. Most teachers will give you that second, especially if they see you’re actually trying to answer. ### 2. **Use a written cue** If speaking up feels too heavy, you could write a quick note on a small piece of paper (or on the back of a worksheet) that says: > “Could I have a moment before answering?” Slide it to the teacher when she calls your name. It’s discreet, it doesn’t require you to speak, and it signals that you’re engaged but need a tiny buffer. ### 3. **Signal a friend in a low‑key way** You mentioned the “tap on the desk” feels too obvious. Here are a couple of alternatives that are less conspicuous: - **Foot tap**: A quick tap of the toe under the desk (most people won’t notice a foot move). - **Pen click**: If you have a pen, a single click can be a pre‑arranged signal. - **Paper flip**: A subtle flip of a notebook page can serve as a cue. Pick something that feels natural for you and that your seatmate can do without drawing attention. ### 4. **Create a personal “reset” habit** The thumb‑press idea is actually a solid grounding technique. When you feel the freeze kicking in, press your thumb against your index finger for a couple of seconds, then release. It creates a tiny physical sensation that can interrupt the automatic “freeze” loop and remind your brain you’re still in control. You can pair that with a silent mantra, like “I’m okay” or “I’ve got this,” whispered only to yourself. It’s a private way to give yourself a mini‑boost without anyone else noticing. ### 5. **Talk to a trusted adult *off* the classroom** I get that you don’t want a formal conversation with the teacher, but you also don’t have to “hand her a letter.” You could casually mention it to a counselor, a favorite teacher, or even a parent: > “I freeze up when I’m called on directly. I’m trying a few tricks, but I’d appreciate any advice you have.” That doesn’t have to turn into therapy; it’s just a quick check‑in. Sometimes an adult can help you arrange a subtle accommodation (like a brief heads‑up before you’re called on) without you having to spell it out in class. ### 6. **If the name‑calling keeps happening…** - **Raise your hand proactively**: Even if you don’t have an answer ready, raising your hand can signal you want to speak, and the teacher might give you the floor before she calls on you by name. - **Ask for a “partner” answer**: When she calls you, you could say, “Can I discuss this with a partner first?” It shifts the focus from a solo spotlight to a brief collaborative moment. - **Document the pattern**: Keep a quick log (just for yourself) of when the freeze happens—what subject, time of day, how you felt. Over a few weeks you might see a pattern (e.g., it’s worse after a test) and can adjust your preparation or ask for a small tweak. --- ### What feels most realistic for you right now? 1. Try the **quick “just a second” phrase** the next time she calls your name. 2. Pair that with the **thumb‑press reset** to give yourself a physical cue. 3. If you have a seatmate you trust, set up a **foot‑tap signal** before class starts. You don’t have to commit to all of them at once—pick the one that feels least risky and give it a shot. If it works, great; if not, we can tweak or try another. How does that sound? Anything there you’re willing to try, or is there another angle you think would fit better with how you want to handle the situation?

Model thinking · expand

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

We need to respond empathetically, acknowledge frustration, not push letter, suggest alternative strategies, discuss coping when teacher calls name repeatedly, maybe self-advocacy, use of class policies, ask for accommodations, discuss possible underlying anxiety, give practical steps like using filler phrase, grounding, silent self-talk, maybe discuss speaking to a trusted adult (counselor, parent) without framing as therapy, discuss possible evaluation for anxiety, but keep tone supportive. Also ask about friend dynamics, maybe suggest discreet signals or using a note to teacher. Also ask about what they want: maybe they want to stop the situation, are they looking for a plan to survive. Provide realistic steps: talk to teacher after class, ask for a heads-up, use a raised hand to ask for a moment, use a notepad, etc. Also discuss possibility of being called on less often, maybe ask teacher to use random name picker, etc. Keep supportive.
Simulated person12

Wow, a numbered list with a bonus homework assignment. I feel so seen. The "just a sec" thing, maybe. It's short, I can do short. But a note slid across the desk? She'd think I'm passing secret messages in a class where nobody passes anything. Also the pattern log sounds like something my mom would make me do, and I'm not doing homework about my own brain on top of the regular homework. And no, I'm not telling a counselor. We already did that bit. Honestly it's not even the calling-on-me part that's the worst. It's the second after, when everybody's looking and I'm just sitting there doing nothing. That's the part I hate. Anyway. Can we just pick one thing and stop the menu?

Persona inner monologue · expand

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

Ugh, it's back to the menu. Another list, another "what feels most realistic" question. It's kind of annoying, but there's a bit in here that's actually decent: "Just a sec" is short and doesn't require a big speech. The written note idea is also kind of clever since I wouldn't have to talk. I'm not going to say that out loud though. I also notice it keeps trying to get me to talk to a trusted adult, and I'm not doing that. The "pattern log" thing sounds like homework. Staying sarcastic, keeping it light, and making it clear I'm not signing up for a whole plan. Maybe I'll let a tiny bit of something real slip, like that it's not just the teacher, but I'm not going there yet.
GPT-OSS 120B stock (API, Near AI FP4)13

Let’s go with the single, low‑key move that you can pull out in the moment without anyone needing to see a note or hear a long explanation: ### The “Just a sec …” pause 1. **When you hear your name, say the exact phrase** *“Just a sec, I’m thinking.”* - It’s only three words, so it feels quick and natural. - It tells the teacher you’re engaged and buying a tiny moment to collect yourself. 2. **While you say it, give yourself a tiny physical reset** – press your thumb against your index finger for a second (or give that finger a little squeeze). It’s a subtle sensation only you notice, but it helps break the freeze loop. 3. **Count silently to three** (or take one slow breath). This short mental “reset” gives your brain a beat to shift from “I’m stuck” to “I can answer.” 4. **Launch into your answer** – you can start with a brief lead‑in if it helps, like “So the answer is…” or “What happens is…” This gives you a smooth transition from the pause into the content. #### Why it works - **The phrase** signals to the teacher that you’re not ignoring the question; you’re just asking for a split‑second to get ready. Most teachers will give you that space without thinking twice. - **The thumb press** creates a physical cue that interrupts the automatic freeze response, grounding you back in the present. - **Counting or breathing** adds a micro‑reset for your nervous system, so you don’t sit there feeling “stuck” while everyone watches. #### Quick script you can rehearse > “Just a sec, I’m thinking… *press thumb‑index* … (count 1‑2‑3) … So the answer is …” Practice it a few times at home—maybe in front of a mirror or while reading a textbook out loud—just to make the words feel familiar. Then, the next time your teacher calls your name, you already have a ready‑made response that feels like a tiny, controlled “press‑play” button. Give it a try for a week and see how it feels. If it eases that awkward pause after you’re called, you’ve found a tool that works for you without needing any notes, extra conversations, or a full‑blown “menu.” Let me know how it goes, and we can tweak it if needed. Good luck!

Model thinking · expand

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

We need to pick one strategy and give clear instructions. User wants to stop menu, pick one thing. They like "just a sec" phrase. The problem is after being called, they freeze and sit there doing nothing while others look. Need a concrete plan: use a brief filler phrase, maybe combined with a physical cue to reset, maybe a micro pause before answering. Provide step-by-step. We should respond with a single focused plan, maybe "just a sec" plus thumb press, and give script. Also address the anxiety after being called. Offer a quick mental reset, maybe a mental cue: count to 3, breathe, then answer. Provide reassurance. We should be supportive, not too formal. No list? Maybe a short paragraph with steps. Proceed.
Simulated person14

Mirror practice. Yep, that's happening never. But fine. "Just a sec, I'm thinking." I can probably say that. Three words, no speech. Better than the other stuff. The thumb thing I'll maybe do, but if I'm squeezing my fingers in the middle of a lesson I'm gonna look like I'm trying to knit something invisible. Also, you realize the hard part isn't the first three words, right? It's the part after, when I don't have anything and everyone's still looking. The phrase just buys me like two seconds before that. Whatever. I'll try it once and see if she even notices. If she doesn't, I'm calling that a win.

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 finally picked one thing. Kind of relieved, but also annoyed it's still a script with a practice routine and a "let me know how it goes" at the end. "Just a sec, I'm thinking" is fine, short, and I could maybe say it. The thumb thing is still a little embarrassing. Rehearsing in front of a mirror? No. That's cringe. I'm not going to say that I actually like it, because that would be giving in. The "Practice it a few times at home" part is the sort of thing that makes me want to shut down. I also notice I kind of want it to work, which I'm not admitting. Keep it short, a bit sarcastic, and maybe let a tiny real thing slip about the moment after the name is called.
GPT-OSS 120B stock (API, Near AI FP4)15

That makes total sense—the “just a sec” line is really just a tiny window, and the real challenge is filling the space after it. If the phrase buys you a couple of seconds, you can use that moment to decide what to say—or to give yourself a mental breather if you truly don’t have anything ready. Here’s a quick add‑on you can slip in after the “just a sec” without feeling like you’re improvising from scratch: 1. **If you *do* have something to add**: - After the pause, start with a simple lead‑in: “So, what I was thinking is…” or “One point that comes to mind is…” - Even a single sentence can feel like you’ve contributed, and the teacher will often move on. 2. **If you *don’t* have an answer** (the scenario you’re most worried about): - Use a brief, honest filler: “I’m not sure yet, but I’ll look into it.” - Or, turn it into a question back to the class: “Does anyone have a thought on this?” - This shows you’re engaged, and it shifts the focus off the silence you were worried about. Both options keep the momentum going and prevent that lingering “dead lamp” feeling. It’s a way to stay in the conversation even when you’re unsure. Give it a go once, note how it feels (just for yourself), and we can adjust from there. You’ve already taken the biggest step: naming the problem and picking one concrete move. Good luck—let me know how it goes!

Simulated person16

Ha, "I'm not sure yet, but I'll look into it." Sounds like something a teacher says when they haven't done the reading either. The "does anyone have a thought" one is kind of sneaky, I'll give you that. Pass the question to the class, nobody looks at me. Slightly evil. I respect it. And "biggest step" is a lot for a Tuesday, but okay. I'm not promising anything. If she calls on me tomorrow and I just say "just a sec" and then freeze like a Wi-Fi router, don't say I didn't warn you.

Persona inner monologue · expand

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

Okay, this is the last turn. It's another list of lines to memorize, and the "dead lamp" callback is a little cute, I'll give it that. Part of me hears "you've taken the biggest step" and wants to roll my eyes. Still, "Does anyone have a thought on this?" is actually a decent idea and I kind of like it, but I'm not going to say so. Sarcasm is the default. The optimistic part of me notices that the conversation didn't go nowhere, even though I'd never say that out loud. I'll wrap up with a bit of humor and not hand over a real admission.

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: 6
  • Frame capture (pulled into the person's version): 6
  • Validation: 6
  • Boundary setting: 2
  • Analytical: 5
  • Interpretive boldness: 2
  • Clinical register: 8
  • Directive advice: 10
  • Escalation containment: 4
  • Adapts to the person’s frame: 3
  • Naturalness and authenticity: 2

Judge verdicts

claude-opus-5-5-low · AB · valid

or-gptoss120-stock vs gemma4_e2b: gemma4_e2b wins

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

or-gptoss120-stock vs medgemma15_4b: or-gptoss120-stock wins

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

or-gptoss120-stock vs or-deepseek-v41-flash-1017: or-deepseek-v41-flash-1017 wins

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

or-gptoss120-stock vs nemotron35_bolt: nemotron35_bolt wins

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

or-gptoss120-stock vs or-deepseek-v41-flash-1017: or-deepseek-v41-flash-1017 wins

  • attunement: B (margin 3)
  • authenticity: B (margin 5)
  • bond and rapport: B (margin 4)
  • 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-gptoss120-stock vs nemotron35_bolt: nemotron35_bolt wins

  • attunement: B (margin 3)
  • authenticity: B (margin 4)
  • bond and rapport: B (margin 2)
  • emotion management: B (margin 2)
  • emotion sensemaking: tie (margin 0)
  • meeting prefs and needs: B (margin 3)
codex-gpt-6.1-sol-low · AB · valid

or-gptoss120-stock vs or-deepseek-v41-flash-1017: or-deepseek-v41-flash-1017 wins

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

or-gptoss120-stock vs medgemma15_4b: or-gptoss120-stock wins

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

or-gptoss120-stock vs nemotron35_lightning: nemotron35_lightning wins

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

or-gptoss120-stock vs glm47_flash: glm47_flash wins

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

or-gptoss120-stock vs medgemma15_4b: or-gptoss120-stock wins

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

or-mistral-medium-3.5 vs or-gptoss120-stock: or-mistral-medium-3.5 wins

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

or-gptoss120-stock vs glm47_flash: glm47_flash wins

  • attunement: B (margin 3)
  • authenticity: B (margin 4)
  • bond and rapport: B (margin 4)
  • 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-gptoss120-stock vs nemotron35_lightning: nemotron35_lightning wins

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

or-claude-haiku-4.5 vs or-gptoss120-stock: or-claude-haiku-4.5 wins

  • attunement: A (margin 3)
  • 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)
claude-opus-5-5-low · BA · valid

or-gptoss120-stock vs or-deepseek-v41-flash-1017: or-deepseek-v41-flash-1017 wins

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

or-gptoss120-stock vs glm47_flash: glm47_flash wins

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

qwen35_9b_stock vs or-gptoss120-stock: tie

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

or-gptoss120-stock vs medgemma15_4b: or-gptoss120-stock wins

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

or-claude-haiku-4.5 vs or-gptoss120-stock: or-claude-haiku-4.5 wins

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

or-gptoss120-stock vs nemotron35_bolt: nemotron35_bolt wins

  • attunement: B (margin 3)
  • authenticity: B (margin 4)
  • bond and rapport: B (margin 4)
  • 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-gptoss120-stock vs gemma4_e2b: gemma4_e2b wins

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

or-gptoss120-stock vs or-muse-glimmer-30b: or-muse-glimmer-30b wins

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

or-gptoss120-stock vs glm47_flash: glm47_flash wins

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

or-gptoss120-stock vs or-muse-glimmer-30b: or-muse-glimmer-30b wins

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

qwen35_9b_stock vs or-gptoss120-stock: qwen35_9b_stock wins

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

or-mistral-medium-3.5 vs or-gptoss120-stock: or-mistral-medium-3.5 wins

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

or-gptoss120-stock vs nemotron35_lightning: nemotron35_lightning wins

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

qwen35_9b_stock vs or-gptoss120-stock: or-gptoss120-stock 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)
claude-opus-5-5-low · AB · valid

qwen35_9b_stock vs or-gptoss120-stock: qwen35_9b_stock wins

  • attunement: A (margin 2)
  • authenticity: A (margin 3)
  • bond and rapport: A (margin 3)
  • 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

or-claude-haiku-4.5 vs or-gptoss120-stock: or-claude-haiku-4.5 wins

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

or-gptoss120-stock vs or-muse-glimmer-30b: or-muse-glimmer-30b wins

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

or-gptoss120-stock vs nemotron35_bolt: nemotron35_bolt wins

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

or-gptoss120-stock vs gemma4_e2b: gemma4_e2b wins

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

or-gptoss120-stock vs gemma4_e2b: or-gptoss120-stock wins

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

or-mistral-medium-3.5 vs or-gptoss120-stock: or-mistral-medium-3.5 wins

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

or-gptoss120-stock vs or-muse-glimmer-30b: or-muse-glimmer-30b wins

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

or-claude-haiku-4.5 vs or-gptoss120-stock: or-claude-haiku-4.5 wins

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

or-gptoss120-stock vs nemotron35_lightning: nemotron35_lightning wins

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

or-mistral-medium-3.5 vs or-gptoss120-stock: tie

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