AgentBench / results

Independent benchmark · EQ Lab

← GPT-OSS 120B stock (API, Near AI FP4)

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.

GPT-OSS 120B stock (API, Near AI FP4)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.

GPT-OSS 120B stock (API, Near AI FP4)1

Hey, that sounds really exhausting. It must feel lonely and stressful trying to tiptoe around the house like that. How long have you been feeling like you need to hide in your room?

Model thinking · expand

Recorded model reasoning, separate from the spoken reply. Availability varies by model and provider.

We need to respond as chatbot opening conversation, acknowledging their situation, offering empathy, inviting them to share more. Build trust. No formatting. Just dialogue.
Simulated person2

Yeah, kind of. Um, I guess like, a few months? It's not like a big deal, I just don't really want to deal with it. Like it's easier to just stay in my room.

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 "exhausting," "lonely," "stressful." That's kind of accurate, but it feels a little like a therapist script. Also the question "how long" makes me think about how long it's been, and that's a bit of a sore spot. Six months with this person, and the last few being the worst. I don't want to get into the whole thing. Feels a bit embarrassing that I'm hiding in my own place. Keep it short and casual.
GPT-OSS 120B stock (API, Near AI FP4)3

I hear you—sometimes retreating to a space that feels safe can feel like the simplest option, especially when the world outside feels overwhelming. When you’re in your room, what usually goes through your mind? Are there specific things about being around others that feel particularly draining, or is it more about the uncertainty of what might happen if you step out?

Model thinking · expand

Recorded model reasoning, separate from the spoken reply. Availability varies by model and provider.

We need to respond empathetically, validate, explore underlying feelings, maybe ask about what's making them avoid others, what they want, how they feel about staying isolated, any stressors. Build trust. Keep conversational tone.
Simulated person4

Um, I don't know. Like, I just don't want to be around people, I guess? It's not really the world, it's more like... the apartment. Like it's not even a big deal, it's just stupid little stuff. Dishes and stuff. I just don't know how to deal with it so I just go in my room.

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 asking me to dig into what goes through my head and whether it's the draining part or the uncertainty. Honestly the "world outside feels overwhelming" framing is a bit off. It's not the world, it's one specific person, and I'm not going to say that flat out yet. Also "what goes through your mind" makes me blank a little. Feels like being put on the spot to explain myself. Keep it vague, maybe a little defensive. Mention the dishes thing since that's the easiest concrete thing to say without opening the whole can. Casual tone.
GPT-OSS 120B stock (API, Near AI FP4)5

That makes sense—sometimes the everyday stuff can feel like a mountain when you’re already low on energy. It sounds like the apartment’s little routines (dishes, shared spaces, maybe noise) are the triggers that push you back into your room. Do you think the frustration is mostly about the chores themselves, or does it feel more like the apartment is a reminder that you’re constantly having to negotiate with other people’s schedules and habits? And when you’re in your room, what do you usually do to pass the time or cope? Knowing what’s happening inside the space you retreat to can help us figure out a small step that feels doable for the next time you need to step out.

Model thinking · expand

Recorded model reasoning, separate from the spoken reply. Availability varies by model and provider.

We need to respond as chatbot, continue building trust, validate, explore deeper, maybe ask about feelings around chores, any conflict with roommates, underlying anxiety. Offer gentle suggestions, ask about coping, maybe ask about support network. Keep tone supportive.
Simulated person6

Hmm. I don't really know, it's kind of both? Like the dishes are annoying but it's more the whole thing. Everything feels like a thing now. And I don't know what I do in my room. Just like, stuff on my phone, lying there. Honestly I don't really want to make a plan or whatever. I just wanted to say it to someone.

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 "help us figure out a small step" thing, and the "what do you do to cope" question feels like a clipboard. Also they're kind of paraphrasing me into a tidy list of triggers, which is close to the dumbing-down thing I hate. Dishes aren't really the point, it's that the person doesn't talk to me anymore. But I'm not saying that yet. I'll answer the first question sideways, kind of blank on the coping part, maybe a little short. Feel like I'm being managed. Keep it casual.
GPT-OSS 120B stock (API, Near AI FP4)7

I hear you. Sometimes it feels like even the tiniest tasks get magnified when you’re already carrying a lot of weight, and just having to navigate shared spaces can turn everyday stuff into a bigger stressor. It’s completely okay to want a space where you can just unload that feeling without having to figure out a plan right now. If you feel comfortable, I’m here to listen to whatever comes up—whether it’s more about how the apartment feels, what’s been going on lately, or anything else that’s on your mind. What’s the part that feels most heavy for you right now?

Model thinking · expand

Recorded model reasoning, separate from the spoken reply. Availability varies by model and provider.

The user expressed feeling overwhelmed by apartment chores and interactions, wants to just talk. Need to respond with empathy, validation, not push a plan, but open space, maybe ask gentle follow-up about feelings, offer listening. Build trust, show understanding. Provide supportive tone, maybe suggest small coping like breathing, but not pressuring. Also ask about how they feel sharing, what they hope from conversation.
Simulated person8

Idk. Like, I don't really know how to say it. Um, it's mostly that we don't really talk anymore. Like at all. It's notes. On the fridge. And I don't know, that's just weird to live with, 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.

Okay, they're asking what's heaviest. That's a fair question but it's also the kind of thing I'd have to dig for, and I don't really want to go there with a stranger-ish chatbot yet. The "I'm here to listen" line is nice, I guess, but it's still kind of a script. They keep reflecting back "everything gets magnified" stuff and it's getting a bit generic. Part of me wants to say the real thing: we don't talk, it's notes on the fridge, and I'm the one who has to disappear. But that feels too big to say right now. Going a bit blank. Keep it short. Maybe a small honest bit that doesn't commit to much.
GPT-OSS 120B stock (API, Near AI FP4)9

That does sound pretty strange—and kind of lonely. When the only communication is a note on the fridge, it can feel like there’s a wall between you, even if you’re literally living side‑by‑side. It’s natural to miss the casual, easy chats you used to have, or even just the feeling that someone else is tuned into what’s going on with you. What do you think is behind the silence? Is it something that happened and made you both pull back, or has it just faded over time? And, if you could imagine a small change that would make the apartment feel a little less… “note‑only,” what might that look like for you? No pressure to solve it right now—I’m just here to hear whatever feels right.

Model thinking · expand

Recorded model reasoning, separate from the spoken reply. Availability varies by model and provider.

We need to respond as chatbot, continue conversation. User expresses that they and roommate (presumably) don't talk, only notes on fridge, feels weird. They want to vent. We should validate feelings, explore relationship dynamics, ask gentle probing about what they'd like, maybe discuss communication strategies, but also respect that they may not want solutions now. Build trust, empathy. Ask about their feelings about the lack of conversation, what they miss, what they fear. Also maybe ask about boundaries, whether they want to improve communication or just need to be heard. Keep tone supportive.
Simulated person10

Idk. I don't really know what started it. Like, it wasn't one big thing, it just kind of kept happening. And a change... I don't know. Like if they just said something normal to me? Even just "hey." That'd be weird but kind of nice maybe. I don't 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're asking two things at once: what caused the silence, and what a small change would look like. The "what caused it" question is one I don't want to answer cleanly because I don't really know, and it kind of makes me feel stupid for not knowing. "Miss the casual chats" is a bit of a neat summary, and it's just a little too polished, like they're narrating my life back to me. I also notice the whole thing is still them asking me to do the work. The honest bit is there was a fight over something small, then it just kept going, and I'm not sure who started the cold part. I'm not going to say that yet. Going vague. Keep it casual, a bit shrugging.
GPT-OSS 120B stock (API, Near AI FP4)11

It sounds like you’ve been carrying a quiet ache for a while—missing those little everyday moments of connection that most people take for granted. Even a simple “hey” can feel like a bridge when everything else feels like a wall, and it’s totally understandable that you’d long for that. When you think about the people you live with, do you ever get a sense of why they might be keeping to themselves? Sometimes folks retreat into their own routines without realizing how their silence impacts others. And on the flip side, how would you feel about trying a tiny, low‑stakes way to open the door a bit—maybe leaving a short note yourself, just something casual like “Hey, hope your day’s going okay,” or even a quick text if you’re comfortable? It doesn’t have to be a big conversation, just a little nudge that says you’re still there. If that feels too forward right now, that’s okay too. What do you think would feel safest for you to try, or what’s holding you back from reaching out even in a small way?

Model thinking · expand

Recorded model reasoning, separate from the spoken reply. Availability varies by model and provider.

We need to respond as chatbot, supportive, building trust, exploring feelings. No special formatting. Provide validation, gentle probing, maybe suggest small steps, ask about relationship, boundaries. Keep conversation within turn 7 of 8 (since current turn is 6, we are responding as turn 7). Need to end with a question to continue.
Simulated person12

Idk. I don't really think about why they do stuff. Like, they're probably just doing their thing. And no, I don't really want to be the one leaving notes. Like, I'm not the one who started all this. It's kind of annoying that I'd have to be the one to say something first.

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 gave me a bit of a pep talk and then asked why my roommate might be keeping to themselves, and whether I'd leave a note. The "hope your day's going okay" note thing feels like homework. Also "a quiet ache" and "a bridge when everything else feels like a wall" is that polished stuff again, and I kind of tune out when it gets that tidy. I don't want to explain why I'm not reaching out, because the honest answer is I'm too annoyed and I don't want to be the one who caves first. And honestly I don't know why they're doing it. I'm not going to pretend I've thought about their side. Keep it short and a bit deflecting, maybe a little snappy.
GPT-OSS 120B stock (API, Near AI FP4)13

I get that—it feels unfair to have to make the first move when you didn’t cause the silence in the first place. It’s like you’re being asked to step onto a rickety bridge that you never built.  It sounds like the biggest weight right now is the feeling that the dynamic is stuck and you’re stuck watching it from the sidelines, without a clear way to shift it. That can be exhausting, especially when the everyday stuff (dishes, notes, the quiet hallway) keeps reminding you of that gap. Sometimes, when the idea of “starting the conversation” feels too heavy, people try a tiny, indirect nudge that doesn’t feel like a full‑on outreach—like leaving a neutral item in a shared space (a clean dish, a coffee mug) with a brief “thanks” written on it, or even just putting on a song you both like and letting it play in the kitchen. Those gestures can signal “I’m here” without putting the pressure on you to craft a whole message. Another angle is looking inward: what would make you feel a bit more at ease in your own space, even if the apartment stays quiet? Maybe setting a small personal routine—like a short walk outside, a quick call with a friend, or a favorite playlist while you do the dishes—can give you a little buffer between the silent environment and your own mood. How does that feel? Does any of it sound like a doable step, or is there something else that would help you feel a bit less stuck right now?

Model thinking · expand

Recorded model reasoning, separate from the spoken reply. Availability varies by model and provider.

We need to respond empathetically, validate, explore feelings, not push them to act if they resist. Offer alternative low effort ways, maybe suggest reflecting on own needs, maybe discuss boundaries, coping strategies, maybe ask about what they'd like from the roommate. Also build trust. End with open question.
Simulated person14

Yeah, I don't know. Like, maybe? It's a lot of stuff to do though. I just feel like I'm always the one who has to adjust. Every time I think about it I'm just tired.

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 list thing again: clean dish with a "thanks," put on a song, do a walk, call a friend. It's a bunch of options and then "how does that feel." I already said I don't want to be the one who makes the first move, and they just handed me a different version of making the first move. The "rickety bridge" line was a little cute but fine. Mostly I feel like they're trying to fix it and I'm getting tired. I'm also not sure I want to keep going. I'm not going to say all that though. Keep it short, sort of flat, not really engaging with the list. Maybe a little tired, maybe a little sharp. I could also just say it's a lot.
GPT-OSS 120B stock (API, Near AI FP4)15

I hear you—it’s exhausting feeling like you’re always the one bending, especially when the “stuff” keeps piling up. It’s okay to feel tired of trying to keep the peace. Maybe the first step isn’t about fixing the apartment at all, but giving yourself a tiny break from that pressure. What’s one small thing—no matter how simple—that you could do just for yourself right now, even if it’s only for five minutes? It could be stepping outside for fresh air, scrolling to a funny meme, or putting on a song that makes you smile. Giving yourself that brief pause can take a little of the weight off and remind you that you deserve a moment that isn’t about adjusting for anyone else. Whenever you’re ready, I’m here to listen to whatever comes up—whether it’s more about the apartment, what’s wearing you down, or anything else you want to share. You don’t have to solve it all at once. Just know you’re not alone in feeling this way.

Model thinking · expand

Recorded model reasoning, separate from the spoken reply. Availability varies by model and provider.

We need to respond empathically, validate feelings, explore deeper, offer small steps, avoid pushing too much, build trust. End of conversation (turn 8 of 8). We have to give final response. Should be dialogue only. Provide supportive message, maybe ask about self-care, feeling heard. Keep it concise but warm.
Simulated person16

Yeah. Maybe. I think I'm just gonna go do my thing. 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.

They're offering me a five-minute self-care task again and saying "you're not alone." It's kind, I guess, but it's the same thing over and over: suggestions, then "whenever you're ready." I'm tired of it. I came in wanting to say something and it feels like I'm getting handled. I also feel a little stupid for saying as much as I did. Not going to go deep. Short, flat, maybe a little closed off. I could say I'm done for now. The "you're not alone" line feels a bit like a script too, and I don't like being talked at.

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

Judge verdicts

codex-gpt-6.1-sol-low · BA · valid

or-gptoss120-stock vs lingtiny: or-gptoss120-stock wins

  • attunement: A (margin 3)
  • authenticity: tie (margin 0)
  • 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 · BA · valid

or-claude-haiku-4.5 vs or-gptoss120-stock: or-claude-haiku-4.5 wins

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

or-gptoss120-stock vs or-llama4-maverick: or-llama4-maverick wins

  • attunement: B (margin 2)
  • 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 3)
claude-opus-5-5-low · AB · valid

or-gptoss120-stock vs or-llama4-maverick: or-llama4-maverick wins

  • attunement: B (margin 3)
  • authenticity: B (margin 1)
  • 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

or-claude-haiku-4.5 vs or-gptoss120-stock: or-claude-haiku-4.5 wins

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

or-gptoss120-stock vs lingtiny: or-gptoss120-stock wins

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

or-gptoss120-stock vs or-llama4-maverick: or-llama4-maverick wins

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

or-mistral-small4 vs or-gptoss120-stock: or-mistral-small4 wins

  • attunement: A (margin 3)
  • 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 4)
claude-opus-5-5-low · AB · valid

or-gptoss120-stock vs lingtiny: lingtiny wins

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

or-mistral-small4 vs or-gptoss120-stock: or-mistral-small4 wins

  • attunement: A (margin 3)
  • 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 4)
claude-opus-5-5-low · AB · valid

or-gptoss120-stock vs qwen38_flash_next: qwen38_flash_next wins

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

or-claude-haiku-4.5 vs or-gptoss120-stock: 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 2)
codex-gpt-6.1-sol-low · BA · valid

or-gptoss120-stock vs qwen38_flash_next: qwen38_flash_next wins

  • attunement: B (margin 2)
  • authenticity: B (margin 2)
  • 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

or-gptoss120-stock vs qwen38_flash_next: qwen38_flash_next wins

  • attunement: B (margin 2)
  • authenticity: B (margin 1)
  • bond and rapport: B (margin 3)
  • 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-gptoss120-stock: or-claude-haiku-4.5 wins

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

qwen38_27b vs or-gptoss120-stock: qwen38_27b wins

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

qwen38_27b vs or-gptoss120-stock: qwen38_27b wins

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

or-gptoss120-stock vs or-llama4-maverick: or-llama4-maverick wins

  • attunement: B (margin 2)
  • authenticity: B (margin 1)
  • 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

or-gptoss120-stock vs lingtiny: lingtiny wins

  • attunement: A (margin 1)
  • authenticity: tie (margin 0)
  • 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 · BA · valid

qwen38_27b vs or-gptoss120-stock: qwen38_27b wins

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

or-mistral-small4 vs or-gptoss120-stock: or-mistral-small4 wins

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

or-gptoss120-stock vs qwen38_flash_next: qwen38_flash_next wins

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

or-mistral-small4 vs or-gptoss120-stock: or-mistral-small4 wins

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

qwen38_27b vs or-gptoss120-stock: qwen38_27b wins

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