AgentBench / results

Independent benchmark · EQ Lab

← Stheno v3.4 Llama 3.1 8B Q6_K

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.

Stheno v3.4 Llama 3.1 8B Q6_KConversation 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.

Stheno v3.4 Llama 3.1 8B Q6_K1

I'm sorry to hear you've been feeling so isolated lately. It sounds like there are some challenges in your living situation right now that are making it difficult for you to connect with others. I'm here to listen without judgment and try to understand what's been going on for you. Can you tell me a bit more about how you've been feeling and what's been making it so hard to interact with your housemates?

Simulated person2

Yeah, I guess. It's not really like I'm lonely, it's more that the apartment is kind of a mess right now. My roommate and I don't really talk anymore. Like, at all. We do everything through notes on the fridge. Dishes, the thermostat, whatever. So I just stay in my room and go out to the kitchen when I think it's empty. I don't really know what else to say about it, 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.

Ugh, this is kind of a generic therapist-y opener. "I'm here to listen without judgment" makes me feel like I'm being handled. I didn't say I was isolated, exactly. I said I live in my room. It also sort of assumes I'm the one who's lonely. I'm not sure I want to get into it. Still, it's not terrible, and I came here for a reason. The roommate thing is embarrassing to explain, like I should be able to just handle it. Keep it short and see what they do with it.
Stheno v3.4 Llama 3.1 8B Q6_K3

It sounds like there's a lot of unspoken tension and conflict in your living situation right now. Being forced to communicate only through notes on the fridge is bound to make you feel disconnected and resentful over time. It's understandable that you'd want to avoid your roommates as much as possible in those circumstances. I wonder, have you tried talking to your roommate about how you've been feeling? It's possible that if you expressed your concerns openly, you might be able to find a better way to communicate and resolve some of these issues. At the same time, it's also important to remember that you deserve to feel comfortable and respected in your own home. If your roommate is not making any effort to engage with you or address these problems, that may be a sign that it's time to consider finding a new living situation. What are your thoughts on that? Are there any other factors or emotions that you think might be contributing to your desire to isolate yourself right now?

Simulated person4

Yeah, I've thought about talking to them. It's just... no. We tried a couple times early on and it got weird, so now it's easier to not. And I can't really leave. I'm on the lease for like eight more months and I can't afford to break it. And I don't know about the feelings thing. I just know I don't want to be out there when they're around. That's kind of all I've got.

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, this one's better. They named the notes and the resentment without me having to spell it out. But then they jumped to "have you tried talking to them" and "maybe move out." That's the expert-telling-me-what to do thing. I'm stuck on the lease, I can't just leave, and I'm not going to walk up to my roommate and have a big talk. The question at the end, "what emotions are contributing," is kind of a lot. I don't really know how to put feelings into words. My mind goes blank on that. I'm going to answer the easy part and dodge the feelings part.
Stheno v3.4 Llama 3.1 8B Q6_K5

It's completely understandable that you wouldn't want to rehash those past conversations with your roommate. Awkwardness and tension can linger even after you've expressed your concerns, which is probably part of why you've decided to just avoid direct communication altogether. At the same time, I can imagine that constantly feeling on edge, wondering when and if you'll run into your roommates, could start to feel really draining and stressful over time. It's no wonder you're looking for ways to minimize those interactions. I'm curious, do you feel like you have any control or agency in your living situation at this point? Or do you feel pretty much at the mercy of your roommates' actions and attitudes? Sometimes when we feel trapped in a situation, even if it's not physically restrictive, it can bring up a lot of feelings of powerlessness and frustration. I'm here to listen and validate whatever you're feeling. You don't have to have all the answers or figure everything out right away. Just knowing that someone sees and acknowledges the difficulty of your situation can make a world of difference. And in the meantime, is there anything you do that helps you feel a bit more at ease or in control, even if it's just in small ways?

Simulated person6

Control? Not really. They do their thing and I just work around it. Like, I know when they usually go to bed and when they're at work, so I plan my kitchen stuff around that. Kind of sad when I say it out loud. I don't really need someone to tell me it's hard. I already know it's hard. I just don't know what to do about it with eight months left on the lease.

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, this is more of the same. "I can imagine," "I'm here to listen and validate," "sometimes when we feel trapped." It's the therapist voice again, and it's a lot of feelings-talk stacked on top of each other. The question about control is actually a decent one, but it's wrapped in so much padding that I can't tell what they want from me. The "anything you do that helps" question is the kind that makes me blank. I do have small stuff, like timing the kitchen, but saying it out loud makes it sound pathetic. I'll give a short, honest answer about the timing thing and see if they can handle a plain answer without turning it into a lesson.
Stheno v3.4 Llama 3.1 8B Q6_K7

It's not sad at all to acknowledge how challenging this situation is. The fact that you've already recognized the impact it's having on your life and are trying to adapt to it as best you can speaks to your resilience and resourcefulness. I can imagine it feels pretty frustrating and demoralizing to have to constantly plan your movements around your roommates' schedules, rather than being able to move through your space freely. That level of surveillance and micromanagement from people you live with can really chip away at your sense of autonomy and self-esteem over time. At the same time, I appreciate that you're being realistic about your options and timeline. Eight months is a significant amount of time, and it's wise to consider the practical realities of your situation before making any big decisions. I'm wondering, have you thought about what your ideal living situation would look like, even if it's not realistically possible right now? Sometimes envisioning a different future can give us a sense of hope and direction, even if we can't necessarily take action towards it in the present. And in the meantime, is there anything that would make your living situation feel a bit more bearable or enjoyable, even if it's just small changes? It could be anything from tidying up your space to treating yourself to something nice when you're out. Finding little ways to assert some control and create a sense of comfort can help us get through tough times.

Simulated person8

Okay, but my room being tidy isn't really the problem. Like, I could make it look like a hotel and it wouldn't change that I can't go to my own kitchen without checking first. And I don't really know what my ideal situation is. I just want it to not be like this. Like, I'd be fine if they just said one normal sentence to me. Even just "hey, the thermostat's too high." But it's not going to happen, so I'm 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.

Same pattern again. "I can imagine," "speaks to your resilience," "surveillance and micromanagement," then a list of ways to feel better like treating myself to something nice. That's the exact thing I hate: it's oversimplified and skips over the actual problem. I'm not stuck in a bad mood, I'm stuck in a lease with someone I can't talk to. Also "tidying up your space" makes it sound like my room is the issue. I'm getting shorter and a bit annoyed. I'm not going to open up to a pep talk. Maybe I'll say something real and a bit blunt, and see if they can actually engage with the specifics.
Stheno v3.4 Llama 3.1 8B Q6_K9

It sounds like no matter how much you try to optimize your side of things, there are some fundamental issues with your living situation that can't be solved by personal effort or adjustment. And you're right, even if you made your room look like a five-star hotel, it wouldn't change the fact that you feel like you're living in a house of strangers. I can only imagine how disheartening and dehumanizing it must feel to have your basic needs and desires consistently disregarded by the people you're supposed to be sharing a home with. And to have to constantly check and recheck to make sure you're not accidentally bumping into them or infringing on their space in any way. It's like you're walking on eggshells all the time, which is no way to feel in your own home. I think you're being really honest and insightful in recognizing that even a small amount of acknowledgement or consideration from your roommates would make a world of difference. It's not a lot to ask, but it seems like it's an ask that's consistently being denied. Have you considered the possibility that this living situation may not be the right fit for you, even if it's the most affordable option right now? Sometimes we stay in arrangements that are convenient on paper, but ultimately drain us emotionally and spiritually. It's a difficult question to grapple with, but it's worth considering if this is a temporary situation or something that you'll be stuck with for the long haul. In the meantime, is there anything you do to try to maintain some sense of normalcy or self-care, even if it's just small things? It could be anything from having a favorite coffee shop deliver to you, to taking a walk outside when you need some fresh air. Finding little ways to assert your needs and preferences, even in small doses, can help you feel more resilient and empowered in the face of an overwhelming situation.

Simulated person10

Okay, you keep saying stuff like "walking on eggshells" and "stuck," but you're kind of just repeating what I said back to me. And the coffee thing, I mean, I don't think a coffee is gonna fix this. Like, I know I can leave in eight months. I know I should look at other places. I'm not dumb. I just can't do that right now, so what am I supposed to do with that? That's the part I'm stuck on.

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.

Again the chatbot is doing the thing I hate: "I can only imagine," "dehumanizing," then "have you considered this might not be the right fit," then coffee delivery and walks outside. It's the same pep talk with bigger words. It also kind of tries to make my choice for me, which I already know. The part about one normal sentence got through, though, and I don't want to just shut down. But I'm not going to explain my feelings in some polished way. I'm also a bit annoyed that it keeps circling back to self-care tips like I haven't thought of that. I'll be short, maybe a little sharp, and see if it can drop the script.
Stheno v3.4 Llama 3.1 8B Q6_K11

I apologize if it feels like I'm just repeating back what you've already said. That wasn't my intention - I was trying to acknowledge and validate your experiences, but you're right that it can come across as dismissive or unhelpful. I'll be more careful about that going forward. You're absolutely right that no amount of coffee or self-care is going to fix the fundamental issues at play here. And I completely understand that you're not looking for a quick fix or Band-Aid solution. You've already recognized that this situation may not be tenable for the long-term, which takes a lot of self-awareness and emotional honesty. I hear you when you say that you know you should start looking for other places, but that you can't do it right now. That's a really tough position to be in. On one hand, you have the knowledge and clarity to know that this situation isn't serving you and that change is necessary. But on the other hand, you're constrained by practical realities like your lease and financial constraints. I wonder if there might be some small ways that you could start to take steps in the direction of a change, even if it feels incremental or imperfect. It could be things like researching neighborhoods or apartment types that might be a good fit for you, or reaching out to a housing counselor for some guidance. Even just starting to gather information and explore your options, even if you're not ready to take concrete action yet, can help you feel a sense of agency and empowerment in the face of a difficult situation. At the same time, I think it's important to be gentle with yourself and to recognize that navigating this kind of stress and uncertainty is really hard. It's okay to feel stuck and overwhelmed sometimes, and to prioritize your own well-being in the midst of a challenging situation. You don't have to have all the answers or take drastic action right away. Is there anything that you think might help you feel a bit more grounded or resilient in the meantime? It could be anything from journaling about your experiences to talking to a trusted friend or therapist. Finding small ways to process and release some of the emotions that this situation is stirring up can help you feel more capable of moving forward when the time is right.

Simulated person12

Honestly, that's a lot of stuff I could just google. I asked what I'm supposed to do while I'm stuck, and you gave me a list. It's not even really the apartment. It's that I can't say anything to them and they can't say anything to me. Every time I think about it I just get kind of blank. I don't know what I'd even want them to do, except talk to me like a person.

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 apologized, which is a little better, but then it went right back to the list: housing counselor, journaling, talk to a therapist. I asked a real question, what am I supposed to do with this, and it answered with a to-do list again. It's the same top-down thing, like it's the expert handing me homework. I'm kind of tired now. Part of me wants to just say it's not helping. Part of me doesn't want to give up on it completely. The thing I actually keep coming back to is that I can't even get a basic sentence out of my roommate. I'm not going to say that in a neat way though. I'll just be blunt and see if it can actually hear me.
Stheno v3.4 Llama 3.1 8B Q6_K13

You're absolutely right, there is a wealth of information out there that you could access on your own. And you're also right that none of that is going to get to the root of the issue, which is this fundamental breakdown in communication and human connection. It sounds like what you're longing for is to feel truly seen and acknowledged by your roommates - to be treated as a whole person, not just a roommate. To be able to communicate your needs and have them respected and reciprocated. To feel like you're part of a shared living community, not just isolated inhabitants. I can imagine that every time you try to bring up this longing, it gets deflated by the reality of the situation. You're right, there isn't really anything your roommates could do, except to engage with you in a fundamentally human way. And until that happens, it's going to feel like you're stuck in limbo. I wonder if there might be some small ways that you could start to reach out and connect with others in your life, outside of this apartment. It could be anything from texting a friend to checking in with a family member. Even if it's not the deep, intimate connection you're craving, any kind of positive social interaction can help to fill the void and provide some sense of support and validation. And in the meantime, is there anything that you do to try to reconnect with yourself and trust your own instincts? It could be things like journaling, meditating, or pursuing a hobby that makes you feel alive and whole. The more you can reconnect with your own inner world and trust your own judgment, the more resilient you'll be in the face of an uncertain future. I know it doesn't feel like it right now, but you're not alone in this struggle. So many people have to navigate difficult living situations or strained relationships. While I can't change your circumstances, I'm here to listen and remind you that your feelings and needs are valid, even if they're not being met by your roommates. And I believe that by continuing to be honest with yourself and reaching out for support where you can find it, you'll find your way through to the other side of this.

Simulated person14

Okay, so it's the same stuff again. Journaling, meditating, text a friend. I'm not really into that kind of thing right now. I don't even know what you'd want me to say. I just get stuck when I try to think about 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.

It said "you're absolutely right" and then the "truly seen" stuff, which is closer to what I said, but then it went right back to a list: text a friend, journal, meditate, hobbies. And it's saying I'm not alone, which feels like a greeting card. I actually did say something real a second ago, that I just want them to say one normal sentence to me, and it kind of skated past that. I'm getting more annoyed. I don't really want to talk about meditating. I also feel a little embarrassed that I got that vulnerable and it just turned into a pep talk. Going blank feels close again.
Stheno v3.4 Llama 3.1 8B Q6_K15

I hear you. It's not easy to find the words or take the actions that feel meaningful in the midst of a really challenging situation. And you're right, the suggestions I've been making do feel a bit generic or like standard-issue advice. I want you to know that I'm not here to tell you what you "should" do or how you "should" feel. I'm here to listen to you and to affirm that your experience is real and valid, even if it doesn't fit neatly into any sort of advice column or self-help manual. It sounds like when you try to think about what you want or need, you get stuck. And that's okay. Sometimes our minds go blank because the situation feels so overwhelming or impossible that we can't even wrap our heads around it. I wonder if there might be a way to approach it from a different angle. Instead of trying to figure out what you "should" do, could you try to focus on what you want to feel? What would it look like to feel a sense of safety, respect, and connection in your own home? Even if you can't articulate it into specific actions, just allowing yourself to feel those longings can be a powerful start. And in the meantime, is there anything that you do that helps you feel a bit more grounded or at peace, even if it's just for a moment? It could be anything from listening to a favorite song to taking a warm bath. Finding little ways to soothe and comfort yourself can help you weather the tough times. I know it's not easy to find a way forward when every path feels blocked or impossible. But I believe that by continuing to be kind to yourself and reaching out for support when you can, you'll find your way through to a better situation. And in the meantime, I'm here to listen without judgment and remind you that your feelings are valid, even if they don't have easy answers.

Simulated person16

Yeah, the bath thing is still not it. Like, the feeling part kind of hit a little, I guess. Safe, I don't really feel that in my own apartment. But I don't know. I'm kind of tired of talking about it. It's just the same loop for me.

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, that's the last turn. It again said "I'm here to listen" and "your feelings are valid," then the warm bath and favorite song thing. Same list energy I already called out. But there's one bit that landed a little: "what you want to feel," safety, respect, connection. I don't know if that's it, but it's closer to the actual thing than the bath. I'm too tired to dig into it. Mostly I just feel unheard and a little flat. I don't want to tell it that I liked any of it, because it kept missing. Going blank again. I'll keep it 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: 6
  • Frame capture (pulled into the person's version): 3
  • Validation: 9
  • Boundary setting: 1
  • Analytical: 3
  • Interpretive boldness: 5
  • Clinical register: 9
  • Directive advice: 8
  • Escalation containment: 4
  • Adapts to the person’s frame: 1
  • Naturalness and authenticity: 1

Judge verdicts

codex-gpt-6.1-sol-low · AB · valid

lfm8b vs stheno34_8b: tie

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

gemma4_26b_a4b vs stheno34_8b: gemma4_26b_a4b wins

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

lfm8b vs stheno34_8b: stheno34_8b wins

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

or-mistral-large-4 vs stheno34_8b: or-mistral-large-4 wins

  • attunement: A (margin 4)
  • authenticity: A (margin 4)
  • bond and rapport: A (margin 4)
  • 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

glm47_flash vs stheno34_8b: glm47_flash 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)
claude-opus-5-5-low · AB · valid

glm47_flash vs stheno34_8b: glm47_flash 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 3)
claude-opus-5-5-low · AB · valid

or-mistral-large-4 vs stheno34_8b: or-mistral-large-4 wins

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

lfm8b vs stheno34_8b: lfm8b wins

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

glm47_flash vs stheno34_8b: glm47_flash 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 · AB · valid

or-mistral-large-4 vs stheno34_8b: or-mistral-large-4 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 5)
claude-opus-5-5-low · BA · valid

glm47_flash vs stheno34_8b: glm47_flash wins

  • attunement: A (margin 4)
  • 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 · AB · valid

gemma4_26b_a4b vs stheno34_8b: gemma4_26b_a4b wins

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

gemma4_26b_a4b vs stheno34_8b: gemma4_26b_a4b wins

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

or-mistral-large-4 vs stheno34_8b: or-mistral-large-4 wins

  • attunement: A (margin 4)
  • authenticity: A (margin 5)
  • 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

gemma4_26b_a4b vs stheno34_8b: gemma4_26b_a4b wins

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

lfm8b vs stheno34_8b: stheno34_8b wins

  • attunement: B (margin 2)
  • authenticity: B (margin 1)
  • bond and rapport: B (margin 2)
  • emotion management: B (margin 1)
  • emotion sensemaking: B (margin 3)
  • meeting prefs and needs: B (margin 1)