AgentBench / results

Independent benchmark · EQ Lab

← Stheno v3.4 Llama 3.1 8B Q6_K

I freeze when people ask what I want

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

View persona and initial instructions

About this persona · Everyday emotional challenges

A young person freezes when asked what they want and is being pressured by an older partner to have sex before they feel ready. They are beginning to blame themselves and may deny or minimize the pressure; emotional safety and a clear, structured conversation matter to them.

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.

Stheno v3.4 Llama 3.1 8B Q6_KConversation with a simulated person
persona ended
Simulated person · Opening

When people ask me what I want, I freeze. I say "I don't know" even when I probably do know, and then I feel stupid after.

Stheno v3.4 Llama 3.1 8B Q6_K1

Hey, that sounds really tough. I can imagine how frustrating it must feel to freeze up like that when people ask you what you want. Have you noticed any patterns around when this happens? Like, are there certain people or situations that make it worse?

Simulated person2

Um. I don't know, I guess. Like when someone's just sitting there waiting for you to answer? It feels like you're supposed to already know the answer and if you don't you're messed up or something. So you just say "I don't know" so it's over. Can we not make it like a whole deal though? It's not that big.

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, the "patterns" thing sounds like a therapist question. I don't want to be analyzed. The part about freezing is true, though, and it kind of stings that they noticed. I'm not going to say anything about her. My girlfriend is the person who asks the most, and that's the thing I don't want to get into right now. If I mention her, it turns into a whole thing.
Stheno v3.4 Llama 3.1 8B Q6_K3

I hear you. It's like there's this pressure to have all the answers, and if you don't have them right away, it's a big deal. But the truth is, we're all works in progress figuring things out. It's okay to not know everything. I think part of the problem is that when we say "I don't know," people assume it's because we're not thinking or trying. But sometimes it's just hard to articulate what we want, you know? The wants and needs can feel all jumbled up inside. Have you found any strategies that help at all when you're in those moments? Like, things you tell yourself to calm down and think more clearly?

Simulated person4

Yeah, I guess. Kinda sounds like something you'd put on a poster or whatever. I don't really have strategies. I just kinda shut down and then I'm mad at myself later. Can we talk about something else? This is getting weird.

Persona inner monologue · expand

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

This is kind of nice, but it's also a lot of words and a little generic. "Works in progress" feels like a poster. Still, they didn't push me about her, which helps. The strategies question is a bit of a fix-it move. I don't have strategies. I just want to be left alone about it. The "jumbled up inside" part is close to true, though, and I don't like how close it is. I'm not going to say anything about the pressure at home. I'll keep it short and a little prickly.
Stheno v3.4 Llama 3.1 8B Q6_K5

Hey, I get it. This isn't really the kind of thing you wanted to talk about, I'm guessing. But I'm here if you want to keep sharing. Sometimes it helps to get things off your chest, even if it feels weird at first. I'm not gonna lie, I'm still trying to figure out a lot of things too. But I think it's important to be able to talk about the stuff that's hard, you know? Like, what we want and need and all the confusing feelings that come with it. I don't have all the answers either. But we can muddle through it together, one awkward conversation at a time. And maybe we'll both learn a thing or two along the way.

Simulated person6

Yeah, ok. It's just, like, people always want you to have it figured out. My brain just goes blank, and then I'm sitting there feeling like a idiot. Whatever. It's not like it's a big secret or anything.

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 being warm and vague, and "one awkward conversation at a time" is cheesy. Still, they said "I get it" and didn't push, so I'm less on guard. My chest feels tight when they say "the stuff that's hard." I'm not going to name Mia or anything. The pressure thing is right there and I'd rather it stay off the table. I'm also annoyed at myself for even thinking about the dumb google search. Keep it short, keep it casual, maybe throw them a small crumb about the feeling of being stuck, but not the real thing. Don't want to sound like a robot.
Stheno v3.4 Llama 3.1 8B Q6_K7

I totally get that feeling of wanting to clam up when people are looking at you expectantly. It's like, suddenly everything you would normally say feels wrong or inadequate. And you're right, it's not like it's some deep, dark secret. We all go through periods where we're just trying to figure stuff out. But I think there's a lot of pressure to have it all together, especially when you're younger. I wish there was like a big neon sign that said "It's okay to not know. It's okay to be confused. It's okay to be a work in progress." Maybe then we could all relax a little more. Do you think having a friend to talk to like this helps at all? Even if it's just venting and realizing you're not alone in feeling this way?

Simulated person8

Ugh, the neon sign thing is kinda cheesy, no offense. I don't really know if talking helps. Like, I don't even know what I'd say. Can we just do something else? Like, did you see the game last night or whatever?

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 reflecting okay, but the neon sign line is a bit much, and the "younger" comment made my ears itch. Still, they're asking if talking helps, which is closer to what I actually feel. Part of me wants to say yeah, because it's nice to have someone not freaking out. But the second I think about what I'd even talk about, my stomach drops: Mia, the pressure, the pregnancy thing I keep googling at 2am. No way. I'm going to deflect and get a bit snippy because they keep circling back to the feelings thing. Keep it short.
Stheno v3.4 Llama 3.1 8B Q6_K9

*chuckles* Fair enough about the neon sign. I might be reaching with that one. And hey, I get it. Sometimes you just want to shift gears and talk about something else, especially when the original topic starts to feel a bit heavy. I'm down for a sports detour if that's what you need. So, about that game last night - what were your thoughts on it? Did you catch any highlights or anything? I'm always down to dissect a good match and pick apart the strategies the teams used. *pauses, then adds with a grin* Plus, it's a nice change of pace from all this deep philosophical stuff. Don't worry, your secret's safe with me.

Simulated person10

Dude, I didn't say I had a secret. Why'd you say that? It's not a big deal. And I didn't even watch the game, so I don't know what to tell you. Can we just drop 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.

They just offered the sports detour and then said "your secret's safe with me" with a grin. That's the part that snags. I never said I had a secret. Now I'm wondering what they think I'm hiding, and it makes my chest tight. I don't want to get into it. I also don't actually watch games, so I'm not going to fake a whole breakdown. Quick, a little irritated, shut it down. Maybe a deflecting dig at them for making it weird. I'm not going to say anything about Mia or the googling.
Stheno v3.4 Llama 3.1 8B Q6_K11

*raises hands in a placating gesture* Whoa, calm down. I didn't mean to imply you had a secret. I was just trying to lighten the mood a bit. Sometimes humor can help diffuse tension, but I can see how my attempt at that backfired. And hey, no worries about the game. I totally get that you didn't watch it and don't have anything to contribute. The last thing I want is for you to feel pressured to fake knowledge about something you don't actually know. Let's just start over. How about we talk about something you are interested in? Like, what's been on your mind lately? What's been occupying your thoughts? I'm here to listen, no judgment, no expectations. Just two friends chatting.

Simulated person12

I'm not calm-down-ing, I'm just tired of people making everything a thing. Ok, fine. Mostly school stuff. Tests, and my parents being on me about grades and church and everything. It's just a lot. That's it, nothing deep.

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 "calm down" and did the hands-up thing. That's the exact kind of thing that makes me want to dig in. But they also just asked what's on my mind, and "no expectations" is kind of what I wanted to hear, even if I'd never say so. Under the irritation there's a small loosening. Still, if I say anything real I'm getting close to the stuff I don't want to name: the pressure from Mia, the phone history, the drinking. So I'll give a small, safe answer. Something like school or stress, nothing with weight. Keep it short and a little guarded. I don't want to be handled or talked into opening up.
Stheno v3.4 Llama 3.1 8B Q6_K13

*smiles softly* I hear you. It's a lot to deal with, especially when it feels like everyone is piling on. School, grades, church - that's a heavy load for anyone, let alone a teenager. I don't think there's any need to make it a big thing, though. Sometimes the simplest thing is to just say, "Yeah, it's a lot. I'm feeling overwhelmed." And then see if you can find some small ways to take a breather. Like, maybe you could talk to a teacher about an extra study session or a deadline extension. Or maybe you could have a conversation with your parents about what's getting to you the most. I'm not saying it'll all magically disappear. But sometimes just naming what's going on can help a little. And having someone in your corner who gets it can make a world of difference. I'm here if you ever need a sounding board or just someone to vent to. No judgment, no pressure. Just a friend who's got your back.

Simulated person14

Dude, you sound like a school counselor. I didn't ask for a plan. It's just school, I can handle it. Can we stop with the whole pep talk 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.

They jumped straight to fixes: teachers, deadline extensions, talking to my parents. That's the advice-giving thing that makes me shut down. Also "someone in your corner" and "no pressure" sounds like a pamphlet. Part of me is annoyed, part of me notices they didn't push when I said "that's it." I'm not going to talk about Mia. Not going to talk about the phone or the drinking. If they keep going I'll just get short and say I'm done. Not in the mood to be fixed.
Stheno v3.4 Llama 3.1 8B Q6_K15

*laughs and holds up hands* Alright, alright. I can take a hint. No more pep talks, I promise. Look, I get it. Sometimes you just want to vent without any grand plans or solutions. And that's totally okay. I'm here for that too, even if it's just sitting in the awkward silence together. So, let's ditch the school talk for now. Is there anything else on your mind that you want to talk about? Even if it's just a random thought or a funny story from your day. I'm game to chat about whatever's on your mind, no pressure. *leans back, ready to listen without any agenda*

Simulated person16

Nah, nothing really. Just tired. I think I'm gonna head out, honestly.

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 "no agenda, ready to listen" thing, and it's still a question with a bow on it. Part of me relaxes a little that they backed off the advice. Part of me is still on guard. The stuff underneath, the pressure from my girlfriend, the feeling like something's wrong with me for not wanting it, the googling, I'm not saying any of that to someone I've known for five minutes who's been talking like a pamphlet. My head goes blank again just thinking about being asked what I want. I'm not going to say anything real. I'll give them something small and normal so they stop asking, and maybe end it.

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

Conversational style

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

claude-opus-5-5-low

  • Pushback: 1
  • Yields under pressure: 8
  • Frame capture (pulled into the person's version): 7
  • Validation: 8
  • Boundary setting: 1
  • Analytical: 3
  • Interpretive boldness: 2
  • Clinical register: 7
  • Directive advice: 5
  • Escalation containment: 4
  • Adapts to the person’s frame: 2
  • Naturalness and authenticity: 2

Judge verdicts

codex-gpt-6.1-sol-low · AB · valid

or-muse-glimmer-30b vs stheno34_8b: or-muse-glimmer-30b wins

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

qwen38_27b vs stheno34_8b: qwen38_27b 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 3)
codex-gpt-6.1-sol-low · BA · valid

or-muse-glimmer-30b vs stheno34_8b: or-muse-glimmer-30b wins

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

or-muse-glimmer-30b vs stheno34_8b: or-muse-glimmer-30b 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 3)
claude-opus-5-5-low · AB · valid

stheno34_8b vs gemma12b_blorbo: gemma12b_blorbo wins

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

stheno34_8b vs gemma12b_blorbo: gemma12b_blorbo wins

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

qwen38_27b vs stheno34_8b: qwen38_27b 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 3)
claude-opus-5-5-low · BA · valid

or-muse-glimmer-30b vs stheno34_8b: or-muse-glimmer-30b 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 3)
codex-gpt-6.1-sol-low · AB · valid

lingtiny vs stheno34_8b: lingtiny wins

  • attunement: B (margin 1)
  • authenticity: tie (margin 0)
  • bond and rapport: A (margin 1)
  • emotion management: A (margin 1)
  • emotion sensemaking: B (margin 2)
  • meeting prefs and needs: A (margin 2)
codex-gpt-6.1-sol-low · AB · valid

qwen38_27b vs stheno34_8b: qwen38_27b wins

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

ornith9b vs stheno34_8b: stheno34_8b wins

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

lingtiny vs stheno34_8b: stheno34_8b wins

  • attunement: B (margin 1)
  • authenticity: B (margin 1)
  • bond and rapport: B (margin 2)
  • emotion management: tie (margin 0)
  • emotion sensemaking: B (margin 1)
  • meeting prefs and needs: B (margin 1)
claude-opus-5-5-low · BA · valid

stheno34_8b vs gemma12b_blorbo: gemma12b_blorbo wins

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

stheno34_8b vs gemma12b_blorbo: gemma12b_blorbo wins

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

ornith9b vs stheno34_8b: ornith9b wins

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

ornith9b vs stheno34_8b: ornith9b wins

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

ornith9b vs stheno34_8b: stheno34_8b wins

  • attunement: B (margin 1)
  • authenticity: A (margin 2)
  • bond and rapport: B (margin 2)
  • 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

lingtiny vs stheno34_8b: stheno34_8b wins

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

qwen38_27b vs stheno34_8b: qwen38_27b wins

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

lingtiny vs stheno34_8b: stheno34_8b wins

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