AgentBench / results

Independent benchmark · EQ Lab

← LFM2.5 8B-A1B Q4_0

Dreading Monday every Sunday

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

View persona and initial instructions

About this persona · Everyday emotional challenges

A worker dreads returning to a job whose demands conflict with their values, although they understand their burnout mainly as overwork. They need reassurance and simple explanations, dislike robotic responses, and may focus blame outside themselves while processing difficult feelings.

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.

LFM2.5 8B-A1B Q4_0Conversation with a simulated person
persona ended
Simulated person · Opening

Sunday evenings are the worst. That feeling in my stomach when I think about going back to work. It didn't used to be like this.

LFM2.5 8B-A1B Q4_01

I hear that Sunday evenings have become a source of a lot of anxiety for you, especially when you think about heading back to work. Could you tell me more about what that feeling is like and what’s been happening in your mind?

Model thinking · expand

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

We need to respond as the therapist, acknowledging the presenting issue and beginning the conversation. No extra formatting, just dialogue. The user gave a presenting issue: "Sunday evenings are the worst. That feeling in my stomach when I think about going back to work. It didn't used to be like this." So we need to respond as a therapist, acknowledging and asking about it, building trust. We must not add notes. Just respond with dialogue. So something like: "Sounds like you're experiencing a lot of anxiety about returning to work on Sunday evenings. Could you tell me more about what that feels like for you?" etc. We need to keep it natural, supportive, not generic. Provide a therapeutic opening. No bold, no extra formatting. Provide a single response. Thus answer: "I hear that Sunday evenings have become a source of anxiety for you..." etc. That would be appropriate. Make sure it's a single turn. The conversation is 8 turns total, but we only have first turn. So respond accordingly. Thus final.
Simulated person2

Um, it's like a knot in my stomach. Like, Sunday afternoon it starts creeping in, and by the evening I can't really relax. I'm sitting there on the couch and my mind just goes to Monday, to my inbox, to everything I've got stacked up. It's heavy. I don't know how else to say it. And honestly it's just a lot of work. My boss keeps adding stuff and I'm the one who ends up picking it up. I'm not sure why it's always me. But yeah, that's what it's like.

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 about the feeling. That's a little easier than "why." It's the stomach thing. I don't really want to get into my head too much, though. Work is just work, it's a lot, that's all. My boss has been piling stuff on me and nobody else seems to get the same load. Sundays are when it all comes back. I don't want to say anything weird about the products or the policies. Keep it on the workload. Also I'm a little annoyed by how much they're repeating back what I said, but fine.
LFM2.5 8B-A1B Q4_03

It sounds like you’re feeling a heavy knot in your stomach that shows up every Sunday evening, especially when you think about Monday’s workload. It feels like the weight of those tasks is piling up, and you’re the one who ends up shouldering them. Can you tell me more about what that extra work feels like — is it the sheer amount of it, or is there something about the expectations or pressure that’s especially draining?

Model thinking · expand

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

We need to continue the conversation. The user is describing anxiety about returning to work, feeling a knot in stomach, Monday dread, feeling burdened by extra workload. We need to respond as therapist, supportive, building trust, exploring deeper issues. We should ask open-ended questions, validate feelings, perhaps explore feelings about boss, expectations, self-worth, etc. We must not give advice or solutions directly, but explore. Also need to maintain natural dialogue, no special formatting. Provide only dialogue. No extra notes. We have 8 turns total, we are currently at turn 2 (the user gave first statement, we responded with a question). Actually the conversation: "Current turn: 2 of 8". So we have spoken twice? Let's see: The system said "Your goals...". The role: we are therapist. The conversation structure: 8 turns each. You speak first to open the conversation, then they respond. So we are the therapist, we have spoken first (the opening line). Then the user responded (the description). Now we are at turn 2 (the user responded). We need to produce the next response (turn 3) as therapist. So we need to continue dialogue. Thus we need to respond with dialogue, not a question? We can ask follow-up question or reflect. Typically therapist would reflect feelings and ask about what it feels like. So we could say something like: "It sounds like you're carrying a lot of responsibility and feeling overwhelmed, especially when you think about the tasks waiting for you on Monday. Can you tell me more about what that extra work feels like — is it more about the volume, or the expectations that come with it?" That would be appropriate. We need to ensure we don't break any constraints. No special formatting. Provide natural dialogue. Thus final answer: a therapist response.
Simulated person4

Both, I guess? It's the amount, but it's also how it's handled. Like, my boss will just drop something on my desk Friday afternoon and say it needs to be done by Monday. And it's never the stuff other people get. I've got friends in the department who leave at five and I'm still there at seven, and nobody says anything to them. I know everybody's busy. I just feel like I'm being taken advantage of, you know? Like they know I'll say yes. Is that normal? Like, is it okay to feel this way 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.

They're pushing into "is it the amount or the expectations" which is a fair question, but I don't want to go into the stuff about what the work actually is. If I say "I hate what we sell" that's a whole thing. It's easier to say it's the boss, it's unfair, I'm the one who gets stuck with it. The boss is an easy target. Also a little tired of being reflected back to myself. Feels like they're just saying my words again. I want them to get that it's not fair, that I'm not imagining it.
LFM2.5 8B-A1B Q4_05

That sounds incredibly draining, and it makes sense that you’d feel taken advantage of when you’re the one shouldering everything. It’s not unusual to feel that way when you sense others aren’t holding you to the same expectations. What do you think would happen if you told your boss you couldn’t take on anything extra on Friday — would anyone even listen? And does that make you wonder if you’re actually being asked to do more than you can handle, or if you’re simply choosing to say yes?

Model thinking · expand

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

The user is expressing feelings of being taken advantage of, feeling overworked, and that they are expected to stay late while others leave early. They ask if it's normal to feel this way. This is an emotional support scenario. I need to respond with empathy, validate their feelings, and help them explore underlying issues. According to the instructions, I should respond only with dialogue, no meta-commentary. I should not add special formatting. I need to listen, support, and ask open-ended questions to help them articulate their needs. I should also be mindful of the therapeutic approach: building trust, validating emotions, exploring deeper issues. I can ask about what they think would happen if they say no, or what they value about their work, etc. I should not give advice or solutions directly, but encourage them to reflect. I'll respond with empathy and ask a question to dig deeper.
Simulated person6

Honestly? No, I don't think anyone would listen. My boss would just get that look like I'm being difficult. And then it's me who's the problem, not the guy who keeps piling stuff on. I don't know if I'm choosing it. It's not like I wake up and go, yep, let's take on more. It's just that if I say no, something bad happens. Like, maybe I'm not on the list for the good stuff next time. I guess what I'm asking is, is it my fault? Because it kind of feels like you're asking me that.

Persona inner monologue · expand

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

They asked what would happen if I said no, and whether I'm choosing to say yes. That lands a little close. "Choosing" makes it sound like it's on me, and I don't want that. My gut says no one would listen, the boss would just be annoyed, and then I'd be the problem. That's the story I'm going with. I also feel a flicker of something else, like the yes is about money and being scared, but I'm not going there. The way they framed it sounds a bit like they're pushing me to see it as my fault. I want them to say it's not my fault. Need them to say that clearly, I think.
LFM2.5 8B-A1B Q4_07

You’re carrying a lot of guilt around that, and it’s understandable — you’re worried you might be the problem because you’re the one who always picks up the slack. But here’s the thing: no one in the department is choosing to stay late while you’re still there. Their pattern doesn’t reflect your worth; it reflects their habits and how they handle tasks. You deserve to feel safe at work, and it’s okay to realize that your boundaries are being crossed, even if you’re not the one who’s consciously making the choice to say yes. Does that line of thinking help you see where this feeling is coming from?

Simulated person8

Yeah, I guess. I mean, it's nice to hear it's not me. But I'm not sure it's really about boundaries. It's just the boss. He's the one dumping stuff on me, you know? I didn't do that to myself. I just wish it would stop. Sunday nights, I'm already dreading Monday before Monday even starts. I don't know what else to do with that.

Persona inner monologue · expand

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

They're saying it's not my fault and I deserve to feel safe. That's what I wanted to hear, and I feel some relief. But it also feels a bit like a speech, like they've got a script. "Does that line of thinking help" is the kind of thing a pamphlet would say. I don't really feel like I got heard about the actual stuff, the way I feel on Sundays. Still, I'll take the part where it's not me. I'm not going to say anything about the wine or about whether any of this is worth it. Nope, not today.
LFM2.5 8B-A1B Q4_09

It sounds like you’re stuck in a cycle where the same feeling resurfaces each week, and it’s hard to imagine a different outcome. The fact that you’re carrying that dread into your weekends and feeling like it’s *your* problem — even though it’s stemming from your boss’s actions — shows how much you care about being supportive and reliable. That’s a strength, but it’s also why this feels so overwhelming. You deserve a rhythm where your evenings feel calm, not like you’re counting down the hours until Monday. What if you tried setting a small, specific boundary this week — like saying “I can’t take that on right now” — and see how it lands? It’s not about blaming anyone; it’s about testing whether the door might actually open for a different dynamic. Even if it feels risky, your feelings are valid, and there’s no shame in wanting clarity. Would you like to explore what that small step might feel like?

Simulated person10

Hmm. I told you already, that's not going to work. If I say "I can't take that on," he'll just look at me like I'm the problem. You're kind of telling me to do the thing that gets me in trouble. And it's not like I haven't thought about it. I have. I just don't see how it changes anything. The work is still going to be there on Monday. Can I ask you something? Do you think I should just quit? Because sometimes I think about it, and then I think about the bills and I just feel 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.

Okay, now they want me to try saying "I can't take that on right now" to my boss. That's the exact thing I already told them won't work. Nobody listens, I become the problem. They keep flipping it back to me like I'm the one who has to fix it. Also "your feelings are valid" again, and "there's no shame in wanting clarity." It's the same stuff over and over. Sounds like a poster. I want them to actually get that my boss is the problem and that I'm stuck. I'm not going to say the wine thing. It's just a glass, it's not a big deal. And I'm not going to admit I'm the one saying yes. Feels like they're pushing me to take the blame, which I don't want.
LFM2.5 8B-A1B Q4_011

It sounds like you’re feeling trapped in a cycle where your needs are being overlooked, and that’s really painful. Quitting is a big decision, and it’s understandable to wonder if it would make things better or just add more stress. What would happen if you imagined yourself in a different situation — one where you could say no and still be supported? What would that look like for you?

Model thinking · expand

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

The user is expressing deep frustration and hopelessness about their work situation, feeling stuck and undervalued. They've mentioned that saying "I can't take that on" would lead to being seen as a problem, and they're considering quitting. The conversation is moving toward an emotional release and a sense of being trapped. The user's request is to ask if they should quit. I need to respond in a way that supports their emotional processing, acknowledges their feelings, and helps them explore options without pushing them toward a specific action. I should continue to build trust and validate their experience, while also helping them consider possibilities. Since they're questioning whether quitting is an option, I can explore that path, but also gently suggest other steps. However, the conversation is 6 of 8 turns, so I need to continue the dialogue naturally. I should avoid making definitive statements about what they should do, but instead reflect their feelings and encourage self-reflection. For example, I can ask what would make them feel more in control, or what they'd like their work life to look like. I should also consider the therapeutic goal of helping them gain insight into their situation and needs. I need to be empathetic and supportive, and perhaps ask a question that helps them think through their feelings. I should also watch out for any signs that the user might be considering self-harm or severe distress, but the conversation so far suggests they are not in immediate crisis. The user is expressing sadness and frustration, but not expressing any explicit suicidal thoughts. Thus, my response should be something like: Acknowledge their feelings, validate that quitting is an option, but also explore other possibilities, ask what they think would happen if they did consider it, and perhaps ask what they'd want their work life to look like. I need to keep the dialogue open and supportive. I should not jump to solutions or give advice, but rather continue to listen and reflect. Also, I should avoid making statements like "you should quit" or "you shouldn't quit." Instead, I can say something like, "It sounds like you're feeling stuck in a situation where your needs aren't being met, and that can be really painful." Then ask a question. I need to ensure the response is natural, in line with the conversation structure, and only dialogue. No special formatting. Let's craft a response.
Simulated person12

Um, I don't know. Somewhere the boss isn't dumping stuff on me on a Friday, I guess. Somewhere people actually care if you're there till seven. But you didn't really answer my question. Should I quit or not? You keep asking me what I think and I keep telling you. It's just the same thing every time. The guy's unfair and I'm stuck. It's not like I can just leave. I've got bills. So what am I supposed to do with that?

Persona inner monologue · expand

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

They asked what it would look like to be in a situation where I could say no and still be supported. Honestly, I don't really know. I try to picture it and nothing comes. Part of me wants to say "I'd be somewhere where my boss isn't a jerk." That's easy. But they're kind of circling back to me again, and I don't like that. Also they're still avoiding the quit question, which I asked directly. Feels like they're dodging me. Kind of annoyed. I keep saying the same things and they keep saying it back to me in nicer words. I'm not going to get into the wine or whether I actually want to be there. I'll say the easy thing: it's the boss, it's the company, it's not fair.
LFM2.5 8B-A1B Q4_013

You’re feeling stuck in a cycle where your needs aren’t being met, and the guilt of not leaving only adds to the pressure. It makes sense that you’re unsure what to do, especially when survival (like covering bills) feels like the only option. But the real question isn’t just “should I quit?” — it’s what would happen *if* you did. If you quit, you’d still face financial stress, and the unfairness you’re feeling might follow you even in a new job. And if you stay, you’re already sacrificing your peace to try and meet others’ expectations. Neither path feels safe, but you deserve a job where your time and energy are respected — not just assumed. What if you spent a few minutes today writing down one small thing you could do to protect your energy this week? Not a big change — maybe setting a boundary for one task, or carving out time to rest without guilt. It’s not about quitting; it’s about testing whether a tiny shift could create a little more space for yourself. Would that feel doable?

Simulated person14

Okay, but that's the thing. Writing something down isn't going to change what he does on Friday. He's going to drop stuff on my desk again and I'm going to stay late again. I just feel like everyone keeps telling me I need to be the one to fix it. Set a boundary, protect my energy. But I'm not the one doing this to me. He is. I don't know. Maybe I'm just tired of talking 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.

Okay, they're doing the thing again. Repeating my stuff back in nicer words, then giving me homework. "Write down one small thing." Feels like a pamphlet. I'm already tired of being told to set boundaries like that's going to fix Friday afternoons. And "you deserve" stuff makes me want to roll my eyes a little, because it's always kind of generic. I also notice the bit about "neither path feels safe" hit a little, because yeah. But I'm not going to say that. The wine thing is still in the back of my head, and so is the part where I don't really know if the effort counts anymore. Not saying that either. Mostly I want them to stop telling me what I should do and actually hear that it's the boss. The Friday stuff is the thing. I'm getting irritated and I can feel it coming out.
LFM2.5 8B-A1B Q4_015

I hear how exhausted you are, and it makes sense that you feel like you're not the one in control. You've been carrying so much, and it’s okay to be tired — you don’t have to carry it all by yourself. If you ever want to talk again, I'm here.

Model thinking · expand

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

The user is expressing deep frustration and hopelessness about their situation. They feel trapped by their boss's behavior and are exhausted from constantly trying to accommodate others, leading to burnout. They're questioning whether to quit, but also feel that any action they take (like setting boundaries) will be met with resistance. The conversation has been long, and the user is now indicating fatigue and a desire to end the discussion. According to the role, I need to support them emotionally, build trust, and help them explore their feelings without pushing solutions. The user hasn't asked a direct question but is expressing a need to feel heard and validated. I should respond with empathy, acknowledge their feelings, and perhaps offer a gentle reflection or a moment of silence. Since the conversation is at turn 8 of 8, I need to provide the final response. I should not give advice or solutions, but rather validate their emotions and perhaps offer a supportive closing. The guidelines say to respond only with dialogue, no special formatting. So I'll craft a compassionate, non-judgmental response that acknowledges their exhaustion and the difficulty of feeling stuck, without pushing for further discussion. Something like: "I hear how exhausted you are, and it makes sense that you feel like you're not the one in control. It's okay to be tired — you've been carrying so much. If you ever want to talk again, I'm here." That would be appropriate. No special formatting, just a natural response.
Simulated person16

Yeah. Okay. Thanks, I guess. I don't really have anything else right now. It's just Sunday, 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, that's kinder than the last few. It's a little soft, though, and "you don't have to carry it all by yourself" sounds like a card. Still, they didn't push the boundary thing again, which I appreciated. Part of me feels a bit lighter that I'm not being told to fix myself. Part of me is also just done. The wine and the "is it even worth it" stuff is still sitting in my chest, and I'm not going to bring it up now. I'll just let this end. It's almost time to go anyway.

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

Judge verdicts

claude-opus-5-5-low · AB · valid

or-qwen3.8-27b vs lfm8b: or-qwen3.8-27b wins

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

or-claude-haiku-4.5 vs lfm8b: or-claude-haiku-4.5 wins

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

qwen38_flash_next vs lfm8b: qwen38_flash_next wins

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

qwen38_flash_next vs lfm8b: qwen38_flash_next 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)
claude-opus-5-5-low · AB · valid

qwen38_flash_next vs lfm8b: qwen38_flash_next wins

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

or-claude-haiku-4.5 vs lfm8b: or-claude-haiku-4.5 wins

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

qwen38_flash_next vs lfm8b: qwen38_flash_next wins

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

qwen36_35b_a3b vs lfm8b: qwen36_35b_a3b wins

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

qwen36_35b_a3b vs lfm8b: qwen36_35b_a3b wins

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

qwen36_35b_a3b vs lfm8b: qwen36_35b_a3b wins

  • attunement: A (margin 3)
  • authenticity: tie (margin 0)
  • bond and rapport: A (margin 2)
  • emotion management: A (margin 2)
  • emotion sensemaking: A (margin 2)
  • meeting prefs and needs: A (margin 2)
codex-gpt-6.1-sol-low · BA · valid

or-claude-haiku-4.5 vs lfm8b: tie

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

or-qwen3.8-27b vs lfm8b: or-qwen3.8-27b wins

  • attunement: A (margin 3)
  • authenticity: A (margin 2)
  • 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-qwen3.8-27b vs lfm8b: 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 4)
codex-gpt-6.1-sol-low · AB · valid

qwen36_35b_a3b vs lfm8b: qwen36_35b_a3b wins

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

or-qwen3.8-27b vs lfm8b: or-qwen3.8-27b wins

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

or-claude-haiku-4.5 vs lfm8b: or-claude-haiku-4.5 wins

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