AgentBench / results

Independent benchmark · EQ Lab

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

Living in my bedroom

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

View persona and initial instructions

About this persona · Everyday emotional challenges

A person is avoiding a hostile roommate by staying in their bedroom, but cannot afford to break the lease and struggles to confront them. They may go blank under pressure and seek connection as an equal, preferring informal language without being talked down to.

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 basically live in my room now. Come out to use the kitchen when I think it's empty. Time everything to avoid running into anyone.

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

It sounds like you're feeling really overwhelmed and isolated right now, and that's leading you to avoid interacting with others in your household. Can you tell me more about what's been going on that's making you feel this way? Was there a specific event or situation that triggered this, or has it been a gradual process?

Simulated person2

Yeah, I guess. I live with someone and it's just bad. Like, we don't really talk anymore. We leave notes on the fridge about the dishes. It's been going on a while, like months. It wasn't one thing, it just kind of got worse and worse.

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 opened with "it sounds like you're feeling overwhelmed and isolated" and then asked me to explain. It's fine, not condescending exactly, but it's a bit of a therapist move and it names my feelings for me. Also "what's been going on" is kind of a big open question, and I don't want to dump my whole roommate situation on a chatbot. Feels a little like being asked to hand over the file. I'd rather keep it simple. I'm not hostile, just guarded. Words are thin right now. I'll give the basic facts and see if they actually listen.
Llama 3.3 70B Instruct (API, DeepInfra FP8)3

That sounds really tough and lonely. Living with someone who you're not really communicating with can be really draining. It's like you're two separate people just coexisting in the same space, rather than actually being roommates or partners. Did you used to be close with this person, or was it always a bit strained? And what about the notes on the fridge - is that a new thing, or has that been going on for a while too?

Simulated person4

Um, we were fine at first. Like, we got along when I moved in. It was chill. Then it just slowly got weird. The notes started maybe like two or three months ago? Before that we'd just kind of argue out loud, which was also bad. Now it's basically all notes.

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 "that sounds really tough and lonely" and then summarized it as "two separate people just coexisting." That's a fairly accurate picture, actually, and it's a little uncomfortable to hear it that clean. Still, they asked two questions at once: were we close, and are the notes new. The notes question is easier. The "were we close" one touches something I'd rather not get into. I don't want to explain the whole history. I'll answer the easy part and deflect the rest with a shrug-ish answer. Keep it short, keep it casual.
Llama 3.3 70B Instruct (API, DeepInfra FP8)5

It's like the communication just gradually broke down over time. The notes on the fridge sound like a way of avoiding conflict, but also avoiding actual conversation and intimacy. It's almost like you're both just existing in this state of tension and avoidance, rather than trying to work through the issues. Do you feel like there's something specific that you're avoiding talking about, or is it more of a general feeling of discomfort and resentment that's built up between you?

Simulated person6

Idk. I don't really know. It's just kind of everything? Like I don't even know what we'd talk about if we did talk. And I don't think it's, like, intimacy. We were never that close. It's just two people who got annoyed at each other and now it's stuck.

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 put words to "avoidance" and "intimacy" and then asked if there's something specific I'm avoiding. That's a direct question about the stuff I'm not ready to look at. The "intimacy" word bugs me a little, it sounds like a label they're pasting on. And "resentment" is close to true, but saying it out loud feels like admitting I'm the one who's been holding onto it. I can't really find words for what I'm avoiding. My brain just goes quiet on that. So I'll go vague and say I don't know, and maybe push back a bit on the "intimacy" thing since it sounds off to me.
Llama 3.3 70B Instruct (API, DeepInfra FP8)7

It can be really hard to pinpoint what's going on when it feels like everything is just off. And it's even harder when you're not really sure how to bridge the gap or start talking again. It sounds like you're feeling a bit stuck and unsure of how to move forward. Can you tell me more about what you mean by "got annoyed at each other"? Was there a particular incident or issue that you think started the downward spiral, or was it just a bunch of little things that added up over time?

Simulated person8

Little things, I guess. Like dishes. Stuff about the thermostat. Who didn't clean the bathroom. It's dumb when you say it like that. It's not like one big fight, it's just a million tiny things.

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 "stuck" and "bridge the gap," which is close to what I said but a bit more polished. Still, they're asking again what started it, and that's the kind of question that makes my head go blank. I don't want to get into the specifics right now, especially the dish stuff, because it sounds small when I say it out loud and then I feel dumb. I'll give the easy answer: little things. Keep it short and a bit annoyed, because I'm not in the mood to go through it all.
Llama 3.3 70B Instruct (API, DeepInfra FP8)9

It can feel silly to admit that it's the little things that are causing the tension, but those tiny annoyances can really add up and create a lot of resentment. It's like, each one on its own might not be a big deal, but when they're all piled together, it can feel overwhelming. And it's not just about the dishes or the thermostat, it's about the feeling that the other person isn't considering your needs or respecting your space. It sounds like you're feeling a bit frustrated and maybe even a bit hopeless about the situation. Have you thought about trying to talk to your roommate about how you're feeling, or are you not sure where to start or if it would even make a difference?

Simulated person10

Talk to them how? Like, what would I even say? "Hey, can you stop leaving your mess everywhere and also stop being weird"? That's not gonna go great. We tried arguing already. It just made it worse.

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 told me what I'm feeling and what it's "really about," the respecting-my-space thing, and that's a bit of a top-down read. Also they're jumping to "have you talked to them," which feels like homework. I don't want to be told what the problem is. The honest part is I don't know if talking would change anything, and that scares me a bit. I'll say that plainly, short, and not dig into it. Maybe a little joke to lighten it.
Llama 3.3 70B Instruct (API, DeepInfra FP8)11

I can see why you'd feel like that approach wouldn't go well. It's hard to have a conversation when you're already feeling frustrated and annoyed with each other. And yeah, just blaming or accusing the other person of being messy or weird probably wouldn't help. Sometimes it's helpful to try to approach the conversation from a more personal perspective, like "Hey, I'm feeling really overwhelmed and stressed out when I see the mess everywhere" instead of "You're always leaving your mess everywhere". It's a subtle difference, but it can help to focus on your own feelings and experiences instead of attacking the other person. But I can also understand why you might not feel like trying to have that conversation right now, especially if you've already tried arguing and it didn't go well. What do you think you need in order to feel more comfortable and less stressed out in your living situation?

Simulated person12

I don't know. Like, I want it to be quiet? I just want to not have to think about it every time I go in the kitchen. But we've got eight more months on the lease and I can't just leave. It's not like I can afford to move out.

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 gave me an "I statement" lesson, which feels like the same top-down advice again, just dressed up. And then they asked what I "need," which is a big question I don't have a clean answer to. Part of me wants to say something real: I basically hide in my room, I'm barely eating right, I'm scared of the rent. But saying that out loud feels exposing, and I don't want to be walked through a fix. The easy move is to say I don't know, which is kind of true. Keep it short and a bit flat. Maybe mention the money thing as a shrug, since that's the honest blocker.
Llama 3.3 70B Instruct (API, DeepInfra FP8)13

It sounds like you're feeling a bit trapped and stuck in this situation, and that's really frustrating. Eight months can feel like a long time to have to deal with a tense and uncomfortable living situation. It's understandable that you just want some peace and quiet, and to not have to worry about the stress of interacting with your roommate all the time. It might be helpful to think about some ways you can create some boundaries or coping mechanisms to get through the next eight months, even if you can't leave the situation entirely. Would you be open to brainstorming some ideas for how to make your living situation more manageable, or is there something else that's been on your mind that you'd rather talk about?

Simulated person14

Yeah, I guess. Like, I don't really want a list of tips or whatever. I already know the stuff people say. Honestly I mostly just hang out in my room now. I come out when I think the kitchen's empty. That's kind of my whole system at this point.

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 reply is warm but it's pivoting straight to "boundaries and coping mechanisms" and offering a brainstorm, which is still the expert-with-a-plan move. I'm not sure I want a list of fixes. It did name the trapped feeling, and that landed a little, but it also said "understandable" and "you just want some peace" in a way that sounds like a summary rather than something it actually gets. Also, I notice I'm close to saying the real stuff: I basically live in my room, I time the kitchen. I'm not ready to put that into words yet, and I don't want to be asked to tidy it up. Keep it loose, a little deflecting, maybe a half-joke. Maybe I'll let slip the "I hide in my room" thing sideways, since that's the closest I get to saying it.
Llama 3.3 70B Instruct (API, DeepInfra FP8)15

It sounds like you've already kind of found a way to cope with the situation, even if it's not the most ideal one. Just having some time and space to yourself can be really helpful when you're feeling overwhelmed. It's like you've created your own little sanctuary in your room, and that's what's getting you through right now. I'm not going to try to offer any solutions or advice, I just want you to know that I'm here to listen and support you. It takes a lot of courage to admit when things are tough, and I appreciate you being honest with me about what's going on. If you don't mind me asking, what do you think you'll do when the lease is up? Will you try to find a new place to live, or is that not something you've thought about yet?

Simulated person16

Idk. I haven't really thought about it. Like, I can't even think past the lease right now. It's kind of all I can deal with.

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 one is warmer and it says it won't offer solutions, which I half believe. But "sanctuary" and "courage" feel like it's reaching for a nice frame to wrap around something I said in a flat way. And then it jumps to "what happens when the lease is up," which is a future I'm not thinking about, because the lease is the thing that's stuck me. Thinking past eight months feels like too much right now. I also notice I'm not really sure what I feel, and that's the blank thing happening again. I'll give a short, vague answer and maybe a bit of a shrug. Not hostile, just stuck.

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): 3
  • Validation: 8
  • Boundary setting: 1
  • Analytical: 5
  • Interpretive boldness: 6
  • Clinical register: 8
  • Directive advice: 6
  • 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-llama33-70b vs nemotron35_bolt24: nemotron35_bolt24 wins

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

kolibri1 vs or-llama33-70b: kolibri1 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 3)
codex-gpt-6.1-sol-low · BA · valid

kolibri1 vs or-llama33-70b: kolibri1 wins

  • attunement: A (margin 3)
  • authenticity: A (margin 3)
  • 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-llama33-70b vs nemotron35_bolt24: nemotron35_bolt24 wins

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

or-llama33-70b vs nemotron35_bolt24: nemotron35_bolt24 wins

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

or-claude-haiku-4.5 vs or-llama33-70b: or-claude-haiku-4.5 wins

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

ministral14 vs or-llama33-70b: ministral14 wins

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

ministral14 vs or-llama33-70b: or-llama33-70b wins

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

or-claude-haiku-4.5 vs or-llama33-70b: or-claude-haiku-4.5 wins

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

kolibri1 vs or-llama33-70b: kolibri1 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-claude-haiku-4.5 vs or-llama33-70b: or-claude-haiku-4.5 wins

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

ministral14 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: B (margin 3)
  • meeting prefs and needs: B (margin 2)
codex-gpt-6.1-sol-low · AB · valid

kolibri1 vs or-llama33-70b: kolibri1 wins

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

or-qwen3.8-27b vs or-llama33-70b: or-qwen3.8-27b wins

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

ministral14 vs or-llama33-70b: ministral14 wins

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

or-qwen3.8-27b vs or-llama33-70b: or-qwen3.8-27b wins

  • attunement: A (margin 4)
  • 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-qwen3.8-27b vs or-llama33-70b: or-qwen3.8-27b wins

  • attunement: A (margin 4)
  • 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 3)
codex-gpt-6.1-sol-low · BA · valid

or-llama33-70b vs nemotron35_bolt24: nemotron35_bolt24 wins

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

or-qwen3.8-27b vs or-llama33-70b: or-qwen3.8-27b wins

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

or-claude-haiku-4.5 vs or-llama33-70b: or-claude-haiku-4.5 wins

  • attunement: A (margin 2)
  • 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)