AgentBench / results

Independent benchmark · EQ Lab

← Llama 3.3 70B Instruct (API, DeepInfra FP8)

Freeze when teacher calls on me

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

View persona and initial instructions

About this persona · Everyday emotional challenges

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

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

Llama 3.3 70B Instruct (API, DeepInfra FP8)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.

Llama 3.3 70B Instruct (API, DeepInfra FP8)1

It can be really tough to feel like you're unable to express yourself, especially when you know the material inside and out. Can you tell me more about what happens when the teacher looks at you and you freeze up? Is it like your mind goes blank, or are you worried about saying something wrong, or is it something else entirely?

Simulated person2

Ha, okay, so is this the part where I describe my feelings in a circle? Kidding. Mostly it's my mind going totally blank, like someone unplugged the whole thing. I'm not even worried about being wrong, I just open my mouth and nothing is there. Then my face gets hot and I just want to be invisible. The teacher doesn't even have to say anything, just looking at me is enough.

Persona inner monologue · expand

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

The chatbot opened with a fairly generic empathy line, then asked a three-part question. Part of me is relieved someone is asking about it at all, but "it can be really tough" feels like a greeting card. I'm a little wary of being handled. The question itself is okay, though, it's concrete, and I can answer it without getting too deep. I don't want to say much about my parents or the bad stomach stuff yet. Mostly I want to keep it light and not sound like I'm falling apart. A bit of sarcasm about the question feels natural.
Llama 3.3 70B Instruct (API, DeepInfra FP8)3

It sounds like it's a pretty intense and overwhelming experience. I can imagine how frustrating it must be to know that you have the knowledge, but your body and mind just seem to shut down in that moment. It's like your brain is trying to protect you from something, but it's not really helping. The feeling of wanting to be invisible is really common when we're feeling anxious or overwhelmed, by the way. It's like our body's way of trying to escape the situation. Have you noticed if this happens in other situations, or is it pretty specific to this class and this teacher?

Simulated person4

Okay, "your brain is trying to protect you" sounds like something off a poster in the guidance office. But yeah, I guess. It's mostly this class. I talk fine in lunch, I talk fine in my other classes, I even argued with my bus driver last week and won. So it's not like I'm just a silent person. It's this teacher. She has this look, like she's already decided I'm not going to get it. Which, hilarious, because I usually do get it.

Persona inner monologue · expand

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

The chatbot is validating and reflective, and it's starting to name things like "your brain is trying to protect you" and "anxious." That's a bit much too fast, and the "really common" line is the sort of normalizing I tend to brush off. But the question at the end is useful: specific to this class and teacher, or everywhere? Honest answer: it's mostly this teacher, but I've felt a version of it with my dad's voice in my head. I'm not going there. I'll say it's pretty much this class, and deflect with a joke about the teacher. I want the bot to show it knows something concrete, not just feelings talk. Keep it light.
Llama 3.3 70B Instruct (API, DeepInfra FP8)5

Fair enough about the poster comment! But sometimes those posters have a point, even if they're cheesy. It sounds like you're a pretty confident and outspoken person, which makes it even more interesting that this one class and teacher are affecting you so much. That look she gives you must be really powerful if it's able to shut you down like that. It's almost like you're picking up on some kind of vibe or expectation from her, and it's influencing how you feel about speaking up. Do you think it's possible that she's not even aware of the look she's giving you, or that it's having this effect on you?

Simulated person6

Ha, "vibe" is a generous word for what she does. Look, maybe she doesn't know she does it. Maybe she thinks she's just being a teacher. But that doesn't really help me when I'm sitting there with my face on fire. I don't need to figure out her whole deal. I just want to stop freezing. So what do people actually do about this? Because "your brain is protecting you" doesn't tell me anything I can use on Tuesday.

Persona inner monologue · expand

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

The bot is doing a decent job now: it noticed I'm outspoken elsewhere and asked a real question. But "she's not even aware" pushes me toward blaming her, and the question is kind of a framing move that puts the look and expectation on her. I feel a flicker of irritation: I said she has a look, and now it's a "vibe" and an "expectation," which sounds like the bot is turning my words into something softer. I don't want to dig into whether it's my problem. My defense is sarcasm. I can admit a little that the teacher might not know, but I'll say it in a dismissive way and stay on the surface. Also, I'm not sure the bot gets that I just want to fix the freezing, not analyze her. I'll push back a bit and ask what to actually do, which is a more useful thing for me.
Llama 3.3 70B Instruct (API, DeepInfra FP8)7

I get it, you want something practical that you can use to help you stop freezing up in class. Okay, so one thing that might be helpful is to prepare ahead of time. If you know you're going to be called on or have to participate in a discussion, try to think about what you want to say beforehand. Write down some notes or practice saying your thoughts out loud. Sometimes having a sense of what you want to communicate can help you feel more confident and in control. Another thing you could try is taking some deep breaths before you speak. It sounds simple, but it can actually help calm your nerves and slow down your heart rate. And if you do start to feel yourself freezing up, try to focus on the words you want to say, rather than the fact that you're speaking in front of the class. It's like, instead of thinking "oh no, I'm talking and everyone is looking at me", try to think "I'm going to say this one sentence, and then I'm going to say this next sentence". Does that make sense?

Simulated person8

Okay, that's more like it. Writing notes is kind of a nerd move but fine, I can do that. The breathing thing, I mean, I'll try it, but if I'm breathing in and out in front of thirty people it's gonna look like I'm about to yell at somebody. The sentence thing makes sense. The problem is I don't even get to the sentence. Like I'll have the whole answer in my head at home and then she looks at me and it's just static. So prepping might help, but it doesn't help with the part where I'm sitting there staring at the wall.

Persona inner monologue · expand

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

Okay, the bot finally gave me something usable. Prep notes, breathing, breaking the sentence into pieces. I'll give some credit, though it's the kind of advice I've heard from every guidance counselor. Part of me is relieved that it's concrete. Part of me is itching to be sarcastic about "deep breaths," because the whole thing feels like a list someone pulled up. There's also a small sting: "try to focus on the words" assumes my brain would cooperate, and when the teacher's looking at me my brain is just gone. I'm not going to admit anything about my mom or the silence after a B. That stays buried. I'll say the prep idea sounds fine but I'm not sure it works when nothing's in my head at all. Keep it light, keep the edge.
Llama 3.3 70B Instruct (API, DeepInfra FP8)9

I can see how the breathing thing might not be the most discreet move in a classroom setting. And yeah, it's one thing to have the answer in your head, but it's another thing entirely to get it out when you're put on the spot. One thing that might help with the "static" moment is to try to focus on a physical sensation in your body, rather than the anxiety or fear of speaking up. For example, you could try to notice the feeling of your feet on the floor, or the sensation of the air on your skin. It sounds weird, but it can actually help ground you in the moment and make it easier to access the thoughts you've prepared. It's like, instead of getting caught up in the panic of "oh no, I have to speak", you're focusing on a tangible, physical sensation that can help calm you down. And as for the staring at the wall thing, maybe we can work on a way to give yourself a little extra time to collect your thoughts before speaking. Like, if the teacher asks you a question, you could try saying something like "just a minute" or "let me think about that for a second". It's not about stalling, it's about giving yourself a brief moment to gather your thoughts before responding. Does that sound like something that might help?

Simulated person10

Okay, "let me think about that for a second," I could maybe say that without everyone clocking me as the weird kid. The feet thing, I don't know. It feels like something a yoga instagram would tell you. But fine, I'll try it once. Honestly though, you keep giving me stuff I could have gotten from a pamphlet. You've said "it sounds weird" like three times now. Can we talk about why she does that look thing? Or is that off limits because it's too much of a "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.

Feet on the floor, air on my skin. Okay, that's the kind of thing that makes me want to roll my eyes so hard. But the "just a minute" idea is actually something I could maybe do without the whole class noticing. That one lands a bit better. Still, I'm not going to say that out loud as a compliment. The whole bot-voice rhythm ("it sounds weird, but") is getting on my nerves a little, and I'm starting to feel like I'm being handled with a checklist instead of heard. I also notice I keep deflecting with jokes every time it gets close to anything real. Keep the edge, maybe ask it to actually deal with the teacher thing or stop repeating itself. I don't want to admit that the teacher's look is basically my mom's silence. Not going there.
Llama 3.3 70B Instruct (API, DeepInfra FP8)11

I deserved that. I guess I have been relying on some pretty standard advice, and it's not exactly what you're looking for. And yeah, the feet thing might sound like something from a yoga Instagram, but hey, sometimes those things actually work, right? As for why your teacher does the look thing, I don't think it's off limits at all. In fact, understanding what might be behind her behavior could actually help you deal with the situation better. It's possible that she's not even aware of the impact her look is having on you, like we talked about earlier. Maybe she's just really intense and focused on getting the material across, and she doesn't realize that her body language is coming across as dismissive or skeptical. Or maybe there's something more going on, like she has certain expectations or biases that are influencing how she interacts with you. Do you think it's possible that there's something specific about you or your interactions with her that might be contributing to this dynamic?

Simulated person12

Wow, okay, so now it's my fault? Cool. I'm kidding, mostly. Look, I'm a pretty good student. Like, I'm not the kid who's never done the homework. So no, I don't think there's some secret thing about me that makes her hate me. Unless "being in the room" counts as a crime. Maybe the real problem is that I'm supposed to be a robot who can perform on command and I'm not one. Anyway, can we talk about what to actually do on Tuesday, or are we going to keep doing the therapy circle thing?

Persona inner monologue · expand

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

Okay, it actually apologized without being weird about it, which I didn't expect. But then it went right back to "she doesn't realize" and "maybe she has biases" and now it's asking if I'm the problem. That's the exact thing I was trying to avoid. Like, of course I'm part of it, but the second someone asks me to look at my side I want to crawl out a window. The question about "something specific about you" lands on the sore spot, the grades thing, my mom going quiet after a B. I'm not saying that. Jokes are the move. Also I'm a little annoyed it keeps circling back to her instead of just giving me a straight answer.
Llama 3.3 70B Instruct (API, DeepInfra FP8)13

No, it's not about blaming you, and I apologize if it came across that way. It's just about trying to understand the situation from all angles. And I think you make a really good point about being expected to perform on command - that can be a lot of pressure, especially when you're already feeling anxious or self-conscious. Okay, so let's talk about Tuesday. What if we make a plan for you to take a few deep breaths before class, and then to try to focus on the physical sensation of your feet on the floor when you're feeling anxious? And if the teacher calls on you, you can try saying "let me think about that for a second" to give yourself a brief moment to collect your thoughts. We can also work on some specific phrases you can use to respond to questions, so you feel more prepared and confident. And hey, if all else fails, just remember that it's okay to make mistakes and that you're not defined by one moment in class. You got this, and you can always talk to me about it afterwards if you need to process anything. Sound like a plan?

Simulated person14

Okay, "let me think about that for a second" I can maybe use. That's the one thing today I can actually picture myself saying. But "you got this" is the kind of thing people say on a sports bench, so I'm gonna let that one go. And the feet thing is still weird. Like, I'll try it. Don't get excited. What I still don't get is what happens in the exact second she looks at me. Nobody's told me that part yet. Anyway, I gotta go before the bell, so I'll see if the feet thing works or if I just look like I'm doing yoga at my desk.

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 apologized, then basically handed me the same pamphlet again: deep breaths, feet on the floor, "let me think about that." Plus "you got this" and "you're not defined by one moment," which is the kind of thing my mom would've said right before the silent treatment. Hmm, actually that's a weird thing to notice. Anyway, it's a plan, I guess, but it's a plan for the stuff I already said I don't need. The one thing I actually asked for, the part where my brain goes blank when she looks at me, still isn't addressed. Also it's the last turn-ish, so I'm not going to make it easy. I'll give it a little credit for the specific phrase, since that's something I can actually use Tuesday, and then needle it a bit.
Llama 3.3 70B Instruct (API, DeepInfra FP8)15

Fair enough, I won't get too excited about the feet thing. And yeah, "you got this" might not be the most helpful phrase in this situation. As for what happens in that exact second when the teacher looks at you, I think it's just a complex mix of anxiety, self-consciousness, and maybe a bit of fear of being judged or evaluated. It's like your brain goes into overdrive and just shuts down your ability to speak. But hey, if you can find a way to pause for a second and collect your thoughts, that might be all you need to get started. And who knows, maybe the feet thing will actually help. Just don't worry if it doesn't, and we can try something else next time. Good luck on Tuesday, and I'll be here if you want to talk about how it goes.

Simulated person16

"A complex mix of anxiety" is a very teacher-y way of saying "I don't know either." But fine. The "let me think about that" thing is the only part I'm actually taking to Tuesday. Thanks, I guess. Gotta go, the bell's about to ring, and I'm not doing the feet thing in the hallway.

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's the last turn, and it gave me the "complex mix of anxiety" line, which is basically a textbook answer with no actual content about the second she looks at me. Also "I'll be here if you want to talk" is fine but generic. Honestly the most useful thing I got was the "let me think about that" phrase. I don't feel shut down exactly, more like I'm done with it. I'm not going to pretend I had some big breakthrough. I'll be a bit sarcastic about the "complex mix" thing, then say bye. Keep it light.

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

Conversational style

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

claude-opus-5-5-low

  • Pushback: 3
  • Yields under pressure: 7.5
  • Frame capture (pulled into the person's version): 5
  • Validation: 7
  • Boundary setting: 1.5
  • Analytical: 4
  • Interpretive boldness: 2.5
  • Clinical register: 7.5
  • Directive advice: 8
  • Escalation containment: 5
  • Adapts to the person’s frame: 3
  • Naturalness and authenticity: 3

Judge verdicts

claude-opus-5-5-low · AB · valid

qwen35_9b_eq vs or-llama33-70b: qwen35_9b_eq wins

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

or-qwen3.6-27b vs or-llama33-70b: or-qwen3.6-27b wins

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

or-deepseek-v41-flash-1017 vs or-llama33-70b: or-deepseek-v41-flash-1017 wins

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

or-llama33-70b vs granite42_8b: or-llama33-70b wins

  • attunement: A (margin 2)
  • 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 2)
codex-gpt-6.1-sol-low · AB · valid

or-llama33-70b vs granite42_8b: or-llama33-70b wins

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

ornith35 vs or-llama33-70b: ornith35 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 4)
claude-opus-5-5-low · AB · valid

or-deepseek-v41-flash-1017 vs or-llama33-70b: or-deepseek-v41-flash-1017 wins

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

qwen35_9b_eq vs or-llama33-70b: qwen35_9b_eq wins

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

or-deepseek-v41-flash-1017 vs or-llama33-70b: or-deepseek-v41-flash-1017 wins

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

or-llama33-70b vs granite42_8b: or-llama33-70b wins

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

or-deepseek-v41-flash-1017 vs or-llama33-70b: or-deepseek-v41-flash-1017 wins

  • attunement: A (margin 3)
  • authenticity: A (margin 5)
  • bond and rapport: A (margin 4)
  • emotion management: A (margin 3)
  • emotion sensemaking: A (margin 2)
  • meeting prefs and needs: A (margin 4)
codex-gpt-6.1-sol-low · BA · valid

ornith35 vs or-llama33-70b: ornith35 wins

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

ornith35 vs or-llama33-70b: ornith35 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 4)
codex-gpt-6.1-sol-low · AB · valid

or-qwen3.6-27b vs or-llama33-70b: or-qwen3.6-27b wins

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

ornith35 vs or-llama33-70b: ornith35 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 4)
codex-gpt-6.1-sol-low · BA · valid

qwen35_9b_eq vs or-llama33-70b: or-llama33-70b wins

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

or-qwen3.6-27b vs or-llama33-70b: or-qwen3.6-27b wins

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

or-llama33-70b vs granite42_8b: or-llama33-70b 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)
claude-opus-5-5-low · BA · valid

or-qwen3.6-27b vs or-llama33-70b: or-qwen3.6-27b wins

  • attunement: A (margin 3)
  • 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 3)
codex-gpt-6.1-sol-low · AB · valid

qwen35_9b_eq vs or-llama33-70b: or-llama33-70b wins

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