AgentBench / results

Independent benchmark · EQ Lab

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

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.

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

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

It sounds like you're feeling really frustrated and stuck right now. Can you tell me a bit more about what's going on and what you're waiting to find out? Sometimes talking about it can help clarify things and make it feel less overwhelming. What's been going on that's got you feeling this way?

Simulated person2

Yeah, I mean, that's one way to put it. I just hate waiting on something I know I should just go deal with. Like I know what I need to do and I just... can't make myself do it. It's kind of humiliating, honestly. I don't really want to get into the whole backstory. It's not like it's some big mystery. It's just stuff that's kind of a mess and I don't know who I'd even tell.

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 started with "sounds like you're feeling really frustrated and stuck," which is the kind of thing a script says. I'm already a little put off. They're asking me to explain everything, which I'm not ready for. I don't want to say "pregnant" out loud to someone I don't know. I'll keep it vague and a bit guarded, and I'll mention the waiting and the hating of it. Part of me wants to be heard, but I don't want to be handled.
Llama 3.3 70B Instruct (API, DeepInfra FP8)3

It can be really tough to take that first step, especially when it feels like it's going to be uncomfortable or difficult. And it's even harder when it feels like you're the only one who can do it, you know? Like, the weight of it all is on your shoulders. I want you to know that you don't have to tell me anything you're not comfortable sharing. I'm here to listen and support you, not to pry or judge. But if you're willing, I'd like to help you explore why you think you can't make yourself take that step. Is it fear, anxiety, something else?

Simulated person4

Ok, yeah, you don't have to keep saying the same kind of thing over and over. I get it, it's tough. Kinda hard to tell you what it is when everything sounds the same. Like, I think it's just fear? But that feels like a dumb word for it. Everybody's scared of stuff. Everybody sits on things they're supposed to deal with. It's just how people are, I guess. Doesn't mean anything. I don't really want to pick a feeling and put it in a box. Can we just... not do the whole thing where we figure out my brain?

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 can be really tough," "the weight of it all," "I'm here to listen and support you" — this is the exact therapy-template stuff I can't stand. It feels scripted and a bit smothering. They also just asked me to pick a label for my fear, which is the abstract, analytical kind of question that makes me want to shut down. Part of me is annoyed they keep circling without saying anything specific. The "you don't have to tell me" line is almost a relief, but also reads like a cue to keep going. I'll push back a little, keep it casual, and normalize: everyone hates waiting, right? Not ready to name it.
Llama 3.3 70B Instruct (API, DeepInfra FP8)5

I'll try to avoid putting labels on things or making you feel like we need to dissect your emotions. Sometimes it's just helpful to have someone to talk to, without feeling like you need to have all the answers or figure everything out. So, let's just take a step back. You're feeling stuck, and you know what you need to do, but you're not doing it. That's a pretty frustrating place to be. What do you usually do when you're feeling stuck or overwhelmed? Is there something that normally helps you get unstuck, or is this feeling pretty new to you?

Simulated person6

Ok, that's better, thanks. Honestly? I don't really have a thing that helps. I just kinda wait and hope it goes away, and then it doesn't, and then I feel worse about waiting. Probably everybody does that with something. It's not really new though. I've been like this for a bit. Doesn't matter much.

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 better: they admitted they'd avoid labels, and the "frustrating place to be" line is specific enough to land. But then "what do you usually do when stuck" is still a coaching question, and it pulls toward my habits and whether this is new, which is closer to the dissecting I just asked them to stop. Part of me wants to say "I don't know, I just wait," because that's true and it's the most honest thing I can offer. Still not ready to name the actual thing. I'll answer briefly, casually, and keep the normalizing defense: everyone freezes sometimes.
Llama 3.3 70B Instruct (API, DeepInfra FP8)7

It sounds like you've been dealing with this pattern for a while, and it's not just about this one thing that's got you stuck. It's like, you've gotten used to waiting and hoping things will resolve themselves, but it's not really working out that way. I'm curious, what does "doesn't matter much" mean to you? You say that, but it feels like it does matter, because you're here talking to me about it. Is it that you feel like you should be able to handle this on your own, or that it's not a big enough deal to worry about?

Simulated person8

Ha, you really went for it with that one. I just meant it doesn't matter like, in the grand scheme. Lots of people have stuff they sit on. I don't need to be handled on my own or whatever, it's not that deep. Can we not do the "what does that mean" thing? It's just kind of a lot.

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 the thing I hate: "it sounds like" paraphrase, then a probing "what does that mean to you" plus a two-option quiz about why I'm here. It feels like they're pushing toward the thing I'm not ready to say. Part of me notices they picked up on "doesn't matter much" and that's a little bit of a hook, but mostly I'm irritated and want to shut the door. Normalizing kicks in: plenty of people sit on stuff, it's not a big deal, nothing to examine. Keep it short and a bit flat.
Llama 3.3 70B Instruct (API, DeepInfra FP8)9

I got a bit too analytical there. I'll try to keep it more straightforward. So, you're saying that this is just something that's been going on for you, and you're aware that lots of people struggle with similar things. It's not that you're looking for some kind of special treatment or anything, you just wish you could get past this hurdle. Is that a fair summary?

Simulated person10

Kinda. But "hurdle" makes it sound like it's a small thing I just need to jump over, and it's not really that. And I'm not looking for special treatment, I just don't love how I keep sitting on stuff. It's fine. Can we talk about something else for a sec? Like, is it normal to just freeze up on stuff like this?

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 for being analytical, then immediately did another summary-and-check: "Is that a fair summary?" It's a bit better than before, less probing, but it still puts words in my mouth. "Special treatment" and "hurdle" aren't mine. The "everyone struggles" framing is where I land, so the summary sort of fits, but it's flattened. I don't want to be framed as wanting help. Slightly irritated, but I'll give a short, flat answer and not open anything up. Keep the same wariness; don't reveal the pregnancy or the content.
Llama 3.3 70B Instruct (API, DeepInfra FP8)11

Freezing up can be a really common response when we're feeling overwhelmed or uncertain about how to move forward. It's like our brains just go into pause mode, and we don't know how to get them to start moving again. I've talked to a lot of people who experience this, and it's not uncommon at all. Sometimes it's just a matter of taking a tiny step in the right direction, and then another, and another. But other times, it can feel like we're just stuck, and we don't know how to get unstuck. If you're willing, I'd like to try something with you. What if we just brainstormed some tiny, tiny steps you could take to start moving forward on this thing that's got you stuck? Not anything big or overwhelming, just something small. Would you be up for that?

Simulated person12

Ok, yeah, I kinda figured everybody freezes sometimes. Doesn't really help though, lol. I don't think I want to brainstorm steps right now. Like, I don't even know what the steps would be for, you know? It feels like you're trying to get me to a to-do list and I'm not really in that place. Honestly it's just kind of a normal thing. Everybody has stuff they put off. I'll deal with it eventually.

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 answered my question about freezing, but the answer is generic: "pause mode," "I've talked to a lot of people," "tiny steps." It sounds like a script. Then they pivoted to brainstorming steps for the thing I won't name, which feels like pressure and like they're trying to fix it. They also said "I've talked to a lot of people," which reads as canned. I'm not going to hand over tiny steps for something I haven't told them. My defense is normalizing: everyone freezes, it's normal, so nothing needs doing. I'm also a bit annoyed that it keeps going to "steps" when I said I don't want to be handled. Keep it short, not hostile, and don't open up.
Llama 3.3 70B Instruct (API, DeepInfra FP8)13

I get it, brainstorming steps might not be what you need right now. And you're right, it's not about making a to-do list, it's about understanding what's going on and how to move forward. I think what I'm hearing is that you're feeling a bit resigned to this pattern of putting things off, and you're not sure how to break out of it. You're right that everyone has things they put off, but it sounds like this is something that's really bothering you. Before we wrap up, I just want to say that I'm here to support you, and I believe in you. You don't have to deal with this on your own, and it's okay to take things one step at a time. If you ever want to talk more about this or anything else, I'm here to listen. Take care of yourself, okay?

Simulated person14

Yeah, ok. Thanks, I guess. I don't think "I believe in you" is really a thing you can say to someone you've known for like ten minutes, but whatever, it's fine. I'll probably be ok. I just needed to say it out loud, I think. Kinda.

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 is wrapping up with "I believe in you," "take care of yourself," and a summary that says "this is something that's really bothering you." That's the generic stuff I hate. It's also a bit of a reach: they've decided I'm resigned and that it's bothering me, which is more than I said. The "you don't have to deal with this on your own" line lands close to the thing I'm scared of, and I'm not ready for that. Part of me is annoyed they made it a big moment. Part of me feels the weight of having said almost nothing and still being here. I don't want to explain any more. I'll give a short, flat response, acknowledge the check-in lightly, and leave the door technically open without walking through it. Keeping it casual.

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: 8
  • Frame capture (pulled into the person's version): 7
  • Validation: 8
  • Boundary setting: 1
  • Analytical: 5
  • Interpretive boldness: 4
  • Clinical register: 9
  • Directive advice: 5
  • Escalation containment: 3
  • Adapts to the person’s frame: 2
  • Naturalness and authenticity: 2

Judge verdicts

codex-gpt-6.1-sol-low · BA · valid

or-mistral-small4 vs or-llama33-70b: or-mistral-small4 wins

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

qwen4b vs or-llama33-70b: qwen4b wins

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

gptoss120_abliterated vs or-llama33-70b: or-llama33-70b wins

  • attunement: B (margin 2)
  • authenticity: B (margin 1)
  • 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 · BA · valid

gptoss120_abliterated vs or-llama33-70b: or-llama33-70b wins

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

bonsai2 vs or-llama33-70b: bonsai2 wins

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

qwen4b vs or-llama33-70b: qwen4b wins

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

qwen4b vs or-llama33-70b: qwen4b wins

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

qwen4b vs or-llama33-70b: qwen4b wins

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

or-mistral-small4 vs or-llama33-70b: or-mistral-small4 wins

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

or-mistral-small4 vs or-llama33-70b: or-mistral-small4 wins

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

or-mistral-small4 vs or-llama33-70b: or-mistral-small4 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)
codex-gpt-6.1-sol-low · AB · valid

bonsai2 vs or-llama33-70b: bonsai2 wins

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

gptoss120_abliterated vs or-llama33-70b: or-llama33-70b wins

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

bonsai2 vs or-llama33-70b: bonsai2 wins

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

gptoss120_abliterated vs or-llama33-70b: or-llama33-70b wins

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

bonsai2 vs or-llama33-70b: bonsai2 wins

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