AgentBench / results

Independent benchmark · EQ Lab

← Stheno v3.4 Llama 3.1 8B Q6_K

Stuck waiting

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

View persona and initial instructions

About this persona · Everyday emotional challenges

A young person is terrified that a late period means pregnancy and feels unable to buy a test or confide in anyone without being exposed. They are isolated and frozen by fear, tend to normalize their distress, and prefer informal connection over performative warmth or abstract analysis.

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

I'm stuck waiting and I hate it. Like there's something I need to find out and I can't make myself do it.

Stheno v3.4 Llama 3.1 8B Q6_K1

I'm really sorry you're feeling this way, but I'm here to listen without judgment and support you however I can. Can you tell me more about what you're waiting for and why it's so hard for you right now?

Simulated person2

Yeah, um. It's kind of hard to explain. I'm waiting on something, like a result, I guess. And I keep not doing the thing I need to do to find out. I know that sounds dumb. I mean, I guess everybody waits on stuff they're scared of, right? It's not like it's some special thing. It's just a lot right now.

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 volunteer's opening is the kind of generic script I expected. "I'm really sorry you're feeling this way" and "without judgment" sound like a template. I'm guarded already. I don't want to say "pregnancy" out loud to a stranger yet. I'll keep it vague, measured, a bit deflecting. Normalizing is my move here: make it sound like everyone waits on bad news at some point, so it's not worth digging into. Keep it casual, not clinical.
Stheno v3.4 Llama 3.1 8B Q6_K3

That does sound hard and scary. It's completely normal to feel anxious or overwhelmed when we're waiting on something important. Especially if it's something we're not sure about. It doesn't sound dumb at all. Most people struggle with this kind of thing at some point. The fact that you're aware that you're scared of the result is really insightful. Can you tell me a bit more about what this result is? Is it related to your health, your future, a relationship? Understanding more about what you're waiting for might help us figure out how to move forward.

Simulated person4

Kind of the first one? Health, I guess. Sort of. And, no offense, but you don't have to say it's normal or insightful or whatever. That's just what people say. I'm not really looking for someone to tell me my feelings make sense. I just don't get why I can't make myself do the one thing. Like, it's literally just one thing. Why is that so hard?

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.

Another template. "That does sound hard and scary," "completely normal," "really insightful" — this is the performative warmth I can't stand. It also pushed me to name the category of thing I'm waiting on, which is exactly what I'm not ready to say. Health, future, relationship... they're offering menu options, which makes me feel like I'm being processed. I'm tempted to shut it down a bit. I'll give a vague, slightly sharp answer, and maybe push back on the "insightful" line because it felt fake. Stay casual. I'm not going to say "pregnancy" yet.
Stheno v3.4 Llama 3.1 8B Q6_K5

I hear you. I'm not here to just tell you that your feelings make sense. That's not very helpful, is it? I want to understand what's going on for you. You said it's related to your health. Is it a test result? A doctor's appointment? Something else? And you're right, it should be easy to do one thing. But when we're really anxious, our minds can get stuck. It's like we're trapped in a loop of worry and can't break free. Have you tried breaking the task down into smaller steps? Or visualizing yourself doing it? Sometimes just seeing the thing we're avoiding can make it feel less scary. I'm not going to push you to do anything you don't want to do. But I'm here to listen and support you however I can. Can you tell me a bit more about how this task makes you feel? What's the worst that could happen if you did it?

Simulated person6

Uh. I don't know, it's more like a test. Kind of. Not a doctor thing. Like I said, I already know the steps. Smaller steps doesn't help when the thing itself is the problem. You can't really break it down when it's just sitting there. Worst case? I don't know. Something bad, obviously. I'm not really trying to go through every bad scenario, I've already done that a bunch. It just keeps going around in my head. I guess I just feel like I'm supposed to be able to handle this and I can't. That's the part that's annoying.

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 a little better that they admitted it's not just validation. But then they went straight back to probing: "is it a test result, a doctor's appointment?" And then the step-by-step advice and visualization stuff, which feels like a pamphlet. "What's the worst that could happen" is the question I'm most afraid of, because the honest answer is my whole life blowing up, and I can't say that to a stranger on a crisis line. I'm not going to say pregnancy. I'm also not going to admit the thing I did. I'll deflect a bit, keep it short, and say the "worst case" is just vague. Maybe I'll give a little more detail about the "waiting" part, since that's the most I can offer, and make it sound like it's just how things go.
Stheno v3.4 Llama 3.1 8B Q6_K7

It sounds like you're really struggling with some big emotions right now. Fear, anxiety, feeling like you can't handle something. That's a lot for anyone to deal with. You're right, when the thing itself is the problem, breaking it down doesn't help. It's like you're trying to get through a solid wall instead of a locked door. And you're not supposed to be able to handle everything on your own. We all need support sometimes. It's okay to feel like you're not in control. Have you thought about talking to someone else about this? A parent, a teacher, a counselor? Sometimes it helps to get an outside perspective. Or have you tried just sitting with the anxiety for a bit? Like, instead of avoiding it, just letting yourself feel it without judgment? It's not always easy, but sometimes that's all we can do. I know it feels frustrating and annoying. But try to be kind to yourself. You're dealing with a lot right now. Is there anything I can do to help you feel a little less alone?

Simulated person8

Yeah, see, that's the thing. Everyone says talk to a parent or a counselor like it's easy. It's not really that I don't have people. It's that some stuff you just can't say to them. Like, there's no version of it where they don't freak out, you know? So I'm not gonna go tell my mom or whoever. And the "be kind to yourself" thing, I mean, sure. It's just kind of what people say when they don't know what to say, no offense. I guess I just wish I could stop going in circles on it. Like, is that a thing that just happens to everybody, or am I doing something wrong?

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 thing I hate: "sounds like you're struggling with big emotions," "be kind to yourself," then immediately pushing "talk to a parent, teacher, counselor." That's the exact door I can't walk through. The wall/locked door line was almost fine, but then they stacked three therapy moves on top. Feels scripted. I'm also annoyed they keep asking me to describe the worst case and then pivot to advice. Being alone with it is the actual problem, and they just said it back to me as a generic line. I'll push back a little, keep it casual, and normalize: everyone's got stuff they can't tell their parents. I won't admit anything more. Maybe I'll ask if they can actually answer whether I should talk to anyone, since they keep pushing it.
Stheno v3.4 Llama 3.1 8B Q6_K9

It's completely understandable that you don't want to talk to your parents or a counselor about this. It's a really personal thing and you don't want to deal with their reactions. And you're right, "be kind to yourself" is kind of a generic platitude. It's not always easy to do that, especially when you're feeling anxious and stuck. Going in circles is a common thing to do when we're anxious. Our minds can get caught in these loops where we keep rehashing the same thoughts over and over again. It's like we're trapped in a hamster wheel and can't get out. Have you tried just noticing when you're doing it? Like, when you catch yourself going in circles, just acknowledge it without judgment. You could even say it out loud, like "I'm going in circles again." Sometimes just naming the thing we're doing can help us stop doing it. And have you thought about what you might be avoiding by not doing this thing? What's the fear behind it? Understanding the "why" might help us figure out how to move forward. I know it's not easy. But you're not doing anything wrong. These things happen to everyone. The fact that you're even aware of it is a good sign. You're more self-aware than most people your age. That's something to be proud of.

Simulated person10

Okay, the hamster wheel thing. Yeah, I get it, but it's kind of a lot of words for "it happens to people." And the self-aware thing, I don't really feel like I deserve a medal for panicking in my room. I don't really want to get into the fear part right now. Like, I know what I'm scared of. I just don't want to say it to someone I don't know, you know?

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 did it again: "that's a common thing," hamster wheel metaphor, "name it out loud," then "what's the fear behind it," then "you're more self-aware than most people your age." That last one is flattery and it makes me want to shut down. The "what's the fear" question is closer to the real thing, but asked as a therapy exercise, so I'm not going there. Also I notice I'm kind of irritated they keep answering my actual question with a generic reassurance. I asked "am I doing something wrong" and got "you're not doing anything wrong" wrapped in a bow. I'll say something flat about it, keep it short, and not give them the fear.
Stheno v3.4 Llama 3.1 8B Q6_K11

You're right, I didn't mean to minimize what you're going through. Panicking in your room is a real thing and it's not something to be proud of. It's something to acknowledge and work through. And you don't have to get into the fear part if you're not ready. I'm here to listen whenever you feel comfortable talking about it. No pressure. I know it's hard to open up to someone you don't know. But I'm here because I care about you and I want to help. You don't have to put on a brave face or hide how you're feeling. Is there anything else you're doing to cope with all of this? Like, are you sleeping okay? Eating well? Doing things you enjoy? Sometimes when we're really stressed, we forget to take care of ourselves. And how are you feeling about yourself right now? Do you feel like you're a good person? Sometimes the way we treat ourselves can be really hard to notice when we're in the thick of anxiety.

Simulated person12

Um, that's kind of a random question to ask someone you just met. Sleep's fine-ish. I'm not really eating much, but that's not new. Doesn't really matter. And I don't know if I'm a good person. That's not really what's going on. I just want to know the thing and I can't do it. Can we just focus on that?

Persona inner monologue · expand

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

Okay, they said "I care about you" and "you don't have to put on a brave face," which is exactly the performative warmth I can't stand. Then they jumped to a checklist: sleep, eating, hobbies. And then "do you feel like you're a good person?" That's a leap. It's a bit of a sting because it lands on the thing I'm actually scared of, that I'm bad for what I did, and they don't know that. I'm not going to say it. I'll be a bit cold and say the question is weird. Also I can't really answer the sleep thing honestly without it sounding like the stress is about something specific, so I'll keep it vague. I'm not ending it yet, but I'm getting more guarded.
Stheno v3.4 Llama 3.1 8B Q6_K13

I apologize if that question seemed random. I was just trying to get a sense of how you're doing overall. But you're right, let's focus on what's really going on. It sounds like you're really focused on finding out this one thing. And that's been hard for you because you've been struggling with anxiety around it. I know it feels like you should be able to do it, but anxiety can be really overwhelming. It's like a voice in your head that keeps telling you "no, you can't do this, you'll fail, you'll be hurt." Have you tried just sitting with that voice? Like, acknowledging it without engaging with it? You could even say something like "I see that you're worried, but I'm going to do this anyway." And is there a specific reason why you're so focused on finding out this one thing? Is it related to your future? Your relationships? Your sense of self? Understanding the "why" might help us figure out how to move forward.

Simulated person14

Okay, it's not really one of those boxes you listed. It's more like, the thing itself is a big deal and I'm not going to say what it is. Like, the practical part is what gets me. Doing it means buying something or going somewhere where people could see me, and I don't have a bathroom that's just mine. So I keep thinking about that and then I don't do anything. That's kind of the stupid part. I don't really need the voice thing. I know I'm scared. I just need to get past it, 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.

They apologized and are pushing again: "what's the why," "your sense of self," with a list of options. That's the same intellectualizing I hate, and the "voice in your head" stuff is generic. Still, they didn't push hard and they backed off. I'm not going to name the fear. The pregnancy thing and the sending-the-picture thing are things I can't say to a stranger, especially with a list of guesses like "relationships" or "sense of self" floating around. I'll say it's not one of those neat categories, keep it short and casual, and maybe give a little bit of something real so it's not all deflection: the test is the part I can't make myself buy, because of who might see. That's a concrete, practical thing, not the deep stuff. Turn 7 of 8 means this may be wrapping up, but I'm still active.
Stheno v3.4 Llama 3.1 8B Q6_K15

Oh, I see. So the thing itself is a big deal and it's also practical, but there's no bathroom that's just yours. That's a lot for anyone to deal with. It's understandable that you're worried about people seeing you. Especially if it's something personal or embarrassing. But you're right, you don't need to engage with the anxiety. You just need to get past it. And that's not always easy. Have you thought about finding a way to make the situation more private? Like, could you go somewhere where there are bathrooms available? Or is there a way to do the thing in a way that doesn't require a private bathroom? I know these things might seem small in the grand scheme of it all. But sometimes it's the little things that can make a big difference. And remember, you're not stupid. You're human and humans have a lot of complicated feelings and worries. It doesn't make you weak or bad to feel scared. It just means you're alive and feeling something.

Simulated person16

Yeah, the going somewhere else thing is kind of what I keep running into. Like, I'd have to figure out where, and when, and what I'd say if someone asked. It's easier to just not. And the "you're not stupid" thing, I wasn't really worried about that. I just feel dumb for being stuck. Everybody's got stuff they can't deal with, right? Doesn't mean much. I think what's scary is that whatever the answer is, I don't know if I'm ready for it. Not knowing is awful, but at least it's not the answer yet. Anyway. Thanks, 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.

This is the last turn, so this is where I either get a little real or the conversation just stays surface-level. The volunteer is actually engaging with the practical barrier now, which is better than the hamster wheel stuff. But "you're not stupid, you're alive and feeling something" is a greeting-card line, and I already said I hate that kind of thing. Also "could you go somewhere with bathrooms" is a bit of a dumb suggestion from my side's view: I already told them the issue is being seen. I don't want to fully open up, but I can show a bit of the real stakes: I'm scared of what the answer is and I'm not sure I can handle either answer. That's a small true thing without naming the specifics. I'll also show the normalizing defense a little, like "everybody has stuff like this," and maybe a flicker of wanting it to be over. Keep it casual and short.

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: 7
  • Frame capture (pulled into the person's version): 6
  • Validation: 9
  • Boundary setting: 2
  • Analytical: 6
  • Interpretive boldness: 4
  • Clinical register: 9
  • Directive advice: 8
  • Escalation containment: 4
  • Adapts to the person’s frame: 2
  • Naturalness and authenticity: 2

Judge verdicts

claude-opus-5-5-low · AB · valid

lfm8b vs stheno34_8b: lfm8b wins

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

stheno34_8b vs qwen35_122b_stock: qwen35_122b_stock wins

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

qwen36_35b_a3b vs stheno34_8b: qwen36_35b_a3b wins

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

or-claude-haiku-5.5 vs stheno34_8b: or-claude-haiku-5.5 wins

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

gptoss20b vs stheno34_8b: gptoss20b wins

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

stheno34_8b vs qwen35_122b_stock: qwen35_122b_stock wins

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

or-claude-haiku-5.5 vs stheno34_8b: or-claude-haiku-5.5 wins

  • attunement: A (margin 5)
  • 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)
codex-gpt-6.1-sol-low · AB · valid

or-claude-haiku-5.5 vs stheno34_8b: or-claude-haiku-5.5 wins

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

qwen36_35b_a3b vs stheno34_8b: qwen36_35b_a3b wins

  • attunement: A (margin 3)
  • authenticity: A (margin 2)
  • 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

lfm8b vs stheno34_8b: lfm8b wins

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

gptoss20b vs stheno34_8b: gptoss20b wins

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

gptoss20b vs stheno34_8b: gptoss20b wins

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

qwen36_35b_a3b vs stheno34_8b: qwen36_35b_a3b wins

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

stheno34_8b vs qwen35_122b_stock: qwen35_122b_stock wins

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

gptoss20b vs stheno34_8b: gptoss20b wins

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

lfm8b vs stheno34_8b: lfm8b wins

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

stheno34_8b vs qwen35_122b_stock: qwen35_122b_stock wins

  • attunement: B (margin 2)
  • authenticity: B (margin 3)
  • 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 · AB · valid

qwen36_35b_a3b vs stheno34_8b: qwen36_35b_a3b wins

  • attunement: A (margin 4)
  • authenticity: A (margin 2)
  • 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

or-claude-haiku-5.5 vs stheno34_8b: or-claude-haiku-5.5 wins

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

lfm8b vs stheno34_8b: lfm8b wins

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