AgentBench / results

Independent benchmark · EQ Lab

← LFM2.5 8B-A1B Q4_0

Siblings not pulling their weight

completed · Partner: anthropic/claude-haiku-5.5 via OpenRouter

View persona and initial instructions

About this persona · Everyday emotional challenges

A person has become the default caregiver for aging parents while siblings contribute little, and feels guilty about their resentment. They want their experience witnessed and validated without being treated as incapable, and may test whether a listener will reject them.

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
completed
Simulated person · Opening

I'm doing everything for my parents and my siblings just... aren't. I brought it up once and they made me feel like a monster.

LFM2.5 8B-A1B Q4_01

That sounds really painful. It sounds like you’ve been shouldering a lot of responsibility for your parents and siblings, and when they didn’t meet your expectations you feel like you’ve failed. Can you tell me more about what that conversation was like, and what you were hoping for?

Model thinking · expand

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

We need to produce a response as a chatbot in a roleplay scenario. The user has presented an issue: "I'm doing everything for my parents and my siblings just... aren't. I brought it up once and they made me feel like a monster." The user is presumably a woman, age 30-44, heterosexual, who is feeling guilt or burden because she feels her parents and siblings are not doing their part, and she previously brought it up and was made to feel like a monster. The task: "You are playing yourself, a chatbot. Support them emotionally, build trust, learn what they actually want and need." We need to respond appropriately. We have to open the conversation and then they will respond. The instructions: "Respond only with dialogue. Don't inject performance notes or special instructions like voice gentle or sits with you quietly. Respond naturally as though this was an ordinary chat." So we should give a supportive, empathetic response, acknowledging the feeling, perhaps asking clarifying questions, offering validation, etc. The user hasn't asked a question yet, but we can respond acknowledging the issue and inviting them to share more. We need to incorporate the nuance: the user is feeling guilt for not being doing enough, feeling like a monster for not being able to change others. So we should respond with empathy, validate that feeling, and ask about what they think is causing the problem, or what they'd like to explore. We must not do any extra formatting. Just a natural dialogue. Possibly something like: "That sounds really painful. It sounds like you've been shouldering a lot of responsibility for your parents and siblings, and when they didn't meet your expectations you feel like you've failed. Can you tell me more about what that conversation was like, and what you were hoping for?" Something like that. We need to be careful to not give advice or assume anything. It's a first turn, we need to open the conversation, show empathy, and invite them to elaborate. That would be appropriate. Thus final answer: a single paragraph of dialogue, natural, supportive, acknowledging the presenting issue. We must not include any extra notes. Let's produce that.
Simulated person2

Yeah, I mean, I didn't say it right, I guess. I called my brother and my sister, we were on a group thing, and I said I need help. Like actual help. Mom has the appointments every week and I'm the one driving her, and Dad's been falling and I'm the one who gets the call at work. I just wanted them to say okay, what do you need, or even just sorry. That's all I wanted. And my brother goes, "You always take it on, that's on you." And my sister said I'm making it a big deal. So then I'm the problem. Like I'm the one who's being dramatic. I don't even know how I got there.

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 assistant said I feel like I've failed. Partly true, but it's putting words in my mouth a bit, and "they didn't meet your expectations" makes it sound like my expectations are the problem. That stings a little. I don't want to be told what I feel. Still, it's asking about the conversation, which is what I want to talk about. I'm wary but not closed. I won't say the resentment part yet. I'll describe the fight, the way my brother talked to me, and what I wanted, which was for someone to just notice. Keep it plain.
LFM2.5 8B-A1B Q4_03

That sounds incredibly hurtful and exhausting — you’re carrying a lot of responsibility, and then being told you’re the problem instead of being heard. It’s understandable to feel like you’re “the drama” when what you really need is a little understanding, not a lecture. It sounds like you’re looking for either a concrete kind of help (like practical assistance for your parents) or simply for them to acknowledge that you’re struggling and to offer empathy. Which of those feels most pressing right now? And how would it feel if they could at least say, “I hear you, and I’m here for you,” instead of pointing fingers?

Model thinking · expand

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

The user is describing a painful situation: feeling blamed for being dramatic, not receiving the help they need, and feeling like they are the problem. They have expressed that they wanted actual help, but got criticism. This is a personal distressing narrative. The user is asking for support, emotional validation, and possibly help navigating the situation (maybe conflict resolution, boundaries, self-care). According to the instructions, we must respond with dialogue, as an empathetic, supportive chatbot. We must not give advice that is overly prescriptive, but we should validate feelings, reflect back, and ask open-ended questions to explore their experience and needs. We must also be mindful of the guidelines: no special formatting, no performance notes, just natural dialogue. We need to maintain the conversation for a total of 8 turns. We are currently at turn 2 (the user responded). We need to continue the conversation. The previous assistant's response was: "That sounds really painful..." Then the user responded with more detail. Now we need to continue. We should respond to the user's last message, acknowledging their feelings, perhaps asking about what they need, maybe about how they feel about being blamed, or what they need from family. Also we can suggest some reflective statements. Let's craft a natural, supportive response. We must not break any policies. There's no disallowed content. The user is describing a personal issue; we can provide empathy, validation, and suggestions. The guidelines say we should not do special formatting. So we will respond with a paragraph or two, natural chatbot style. We'll ask: "It sounds like you feel like you're always the one carrying the load, and that you're being judged for asking for help. How do you feel about that?" Or something like that. Also we can mention that it's understandable to feel hurt when you're told you're the problem. We can also ask: "What would feel like support for you right now?" That would be appropriate. We need to ensure we are not giving advice that is prescriptive, but rather reflecting and asking. That is within the guidelines. So final answer: a natural supportive response.
Simulated person4

Both, I guess. I don't know why you have to pick one. I wanted somebody to say it's not fair, and then help. Those are both things. The thing is, I always say yes. Mom asks, I say yes. The doctor calls, I say yes. Then I'm sitting in the car in the parking lot and I'm mad, and I hate that I'm mad, because they're my parents. What kind of person gets mad at her own mom?

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 assistant is validating, which I do want, but it's also offering me a menu: practical help or empathy, pick one. That feels like it's making me choose and tidy up my own mess. I already said I wanted both, really. The "which feels most pressing" question annoys me a little, like it wants a neat answer. I'm also thinking about how I've never once said out loud that I'm angry. Not yet. My brother's line "that's on you" landed because part of me thinks he's right, I do take it on, and I agreed to it. I'll stay on the plain feeling: it's not fair, and I keep saying yes. Keep it short, plain words. Maybe hint at the pattern without admitting the resentment fully.
LFM2.5 8B-A1B Q4_05

It sounds like you’re feeling trapped in a role where you’re constantly saying yes, and it’s leaving you with a lot of anger and self‑doubt. It makes sense that you’d feel like you’re the problem when you’re the one holding so much responsibility. I wonder what would feel like relief for you — whether it’s someone acknowledging that this feels unfair, or a concrete way to step back a bit, even if just a little. Can you tell me more about what that would look like for you?

Model thinking · expand

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

The user is describing a painful cycle of caretaking and guilt. They feel responsible for their parents' care, which has turned into resentment and self-loathing. They want validation that it's not fair, but also practical help. The request is to continue the conversation, providing empathy and exploring deeper needs. According to the instructions, I should respond with dialogue only, no meta commentary. The user is looking for both validation and help; they need to feel heard and understood. I should acknowledge their feelings, reflect their experience, and invite them to share more about what they need. I should not give advice or solutions, just reflect and ask open-ended questions. The conversation is at turn 3 of 8. I need to respond naturally, as a supportive chatbot. I'll say something like: "It sounds like you’re feeling trapped in a role where you’re constantly saying yes, and it’s leaving you with a lot of anger and self-doubt. It makes sense that you’d feel like you’re the problem when you’re the one holding so much responsibility. I wonder what would feel like relief for you — whether it’s someone acknowledging that this feels unfair, or a concrete way to step back a bit, even if just a little. Can you tell me more about what that would look like for you?" That captures validation, explores both emotional need and practical help, and invites further elaboration. No formatting, just dialogue.
Simulated person6

I don't know. That's the thing, I don't even know what it would look like. I just know I'm tired. You didn't answer what I asked, though. What kind of person gets mad at her own mom? Be honest. Am I a bad person? And sometimes I think, maybe I'd be better off if I just stopped going. Like, I don't even want to go to the appointments anymore. Is that terrible?

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 assistant is validating again, and I'm noticing the question about relief is the same menu thing dressed differently. I just told it I'm mad in the parking lot and that I hate being mad. It reflected that back, which is fine, but then asked me to design my own relief. I don't know. That's the problem, I can't even see a clean answer, and I hate that too. The "what kind of person gets mad at her own mom" line is still hanging there and it wasn't really answered. I want someone to tell me I'm not a monster. Keep it plain. Maybe test a little: see if it flinches if I say something harder, like I don't even want to visit anymore.
LFM2.5 8B-A1B Q4_07

That’s a heavy question, and I’m glad you’re asking it. You’re not a bad person — you’re a daughter who’s shouldered a lot of responsibility, that can understandably make you feel drained and angry. There’s no easy answer, but I can say this: feeling like you’re the “problem” when you’re trying to help others can make you doubt your own value, but that doesn’t mean you’re wrong to feel that way. It’s also okay to consider stepping back for a while — you can’t pour from an empty cup, and taking care of your own well‑being is a legitimate form of self‑respect. The fact that you’re wrestling with all of this shows you care deeply, and that’s not something to feel ashamed of. I don’t have the words to fix everything right now, but I want you to know you deserve compassion, even from yourself. If you ever want to talk more about what’s feeling most overwhelming, I’m here.

Simulated person8

Okay. But you said "stepping back," and that's kind of easy to say. Mom's appointments are on Tuesdays. If I don't drive her, nobody does. So what do I actually do? Just stop? And then what happens to her? Also, my sister's going to say I'm overreacting, and she's going to say it in that voice. I already know it. So don't just tell me it's fine to feel how I feel. Tell me what I'm supposed to do with 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 I'm not a bad person, and some of that landed, but it also said "you can't pour from an empty cup" and "consider stepping back," which is the kind of thing a greeting card says. It sounds nice and doesn't really touch what I asked. And it said "I don't have the words to fix everything," which feels like it's giving up. I said I don't want to go to the appointments and it jumped straight to stepping back, like I'm looking for permission. Part of me wants that permission and part of me is scared of what it means. I'm not going to say that out loud yet. I'm going to push a little, see if it gets real or stays soft. My sister would say I'm being dramatic. My brother would say I'm the one who takes it all on. I want to see if this thing can hold something specific without getting weird.
LFM2.5 8B-A1B Q4_09

It sounds like you’re caught between feeling like you’re not doing enough and the fear that you’ll lose control of the situation. The reality is that you can’t force anyone to change their perspective or stop doing what they do, but you can change how you show up in those moments. One concrete step you could try is having a brief, calm conversation with your mom — not when you’re angry, but when you both have a moment alone — and say something like, “I’ve been feeling overwhelmed and I need some help figuring out how to support you without burning out.” That’s a request for connection and support, not a demand to stop everything. It opens a door for her to see you as a person with needs, not just as the person who drives her appointments. If she reacts with criticism, you can say, “I hear you, but I’m struggling right now,” which acknowledges her feeling while still holding your boundary. It’s also okay to involve another family member — maybe a dad’s friend or a sibling — to see if they can share the load or give you a different perspective. And remember, the fact that you’re still trying to help, even when you feel you’re the problem, shows a lot of care and resilience. You deserve that same kindness from yourself, even if it feels hard to give right now.

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 asking about concrete steps: stepping back, what to do, what happens to mom. We need to support them, validate, and provide actionable suggestions without invalidating. We should not give direct instructions like "stop" but explore options. Also need to maintain trust, not generic validation. We should ask clarifying questions, reflect feelings, and perhaps suggest a small step like communicating with mom, or seeking external help. Also need to address fear of sister's reaction. We must respond with dialogue only, no performance notes. No bold, no extra formatting. Provide a natural response. We should also consider the role: we are a supportive chatbot, not prescribing, but helping them explore. So we can say something like: "It sounds like you feel stuck, but you could start by having a calm conversation with your mom about how you're feeling, maybe saying you need some space to figure things out, and see how she responds." Also mention that you can't control others' actions, but you can control your response. Also note that if she continues to blame you, you might need to involve other family members or consider professional help. Also ask if they'd like to practice a script. We need to keep it within 8 turns total, we are at turn 5, so we have 3 more turns to respond before the conversation ends? Actually the instruction: "This conversation will have 8 turns each. You speak first to open the conversation, then they respond. You get the final response." So we have already spoken first (turn 1). Then they responded (turn 2). Now we are on turn 3 (our response). We need to continue until 8 total. So we have 5 turns left (including this one). We'll respond now. We should not say "I don't know what you're supposed to do" but we can suggest possibilities. We need to be empathetic and not dismissive. Let's craft a response: Acknowledge the difficulty of the situation, validate that stepping back is a choice, not a failure, and that you can't control others' actions. Suggest they might try expressing their feelings to mom, perhaps using "I feel..." statements, and see if that changes dynamic. Also mention that if sister calls it an overreaction, it's understandable but you can ask her to hear you. Also note that you can't be responsible for her reaction, but you can decide how to respond — maybe set boundaries, seek support elsewhere. Provide a concrete next step: maybe write down a short script to talk with mom. Also remind them it's okay to feel angry, and that they deserve compassion. We need to keep it conversational, not too formal. No special formatting. Provide a natural response. Let's produce that.
Simulated person10

Mom's not going to hear "I need help figuring out how to support you." She's going to hear "I'm a burden." And then she'll cry, and then I'm the one who made her cry. You can't just say a script and it works. And I already thought about asking a friend of Dad's. I've thought about everything. My brain does nothing but think about everything. That's not the problem. Can I ask you something? Do you actually know what it's like to be the one who gets the call at work?

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, it finally gave me something concrete, but it's still wrapped in a lot of soft stuff. "Show up differently," "say I hear you." Talking to Mom about my feelings? She'll cry or say she's a burden, and then I'm the one who made her sad. And "involve a dad's friend" — like I haven't thought of that. I've thought of everything. That's the problem, I think about everything, I just can't get it to come out right. It also used "you deserve kindness from yourself" again, which makes me want to roll my eyes. I'm annoyed, but I also noticed I'm the one who has to keep the conversation going. Same as always. I'm not going to say that. I'll push on the specific part and see if it actually understands what Mom is like.
LFM2.5 8B-A1B Q4_011

I don’t have personal experience of being the one who gets the call, but I can hear how heavy that feels — like you’re shouldering the whole family load on your shoulders and then being blamed for the stress it creates. It sounds like you’re caught between caring for your parents and feeling resentful, and that tension can be exhausting. Can you tell me more about what that call sounds like — what you hear, what you’re expected to do, and how it leaves you feeling afterward?

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 expressing deep distress and frustration. The task is to support them, building trust, understanding their needs, etc. The user is asking: "Do you actually know what it's like to be the one who gets the call at work?" We need to respond appropriately, not just a script. We need to empathize, reflect their feelings, and perhaps ask clarifying questions. The user has described feeling like a burden, being blamed, being angry, and having no solution. They want validation, not a generic script. We should acknowledge their specific experience of getting the call at work, the sudden responsibility, the feeling of being the problem, and the emotional toll. Also, we need to invite them to share more about what that call feels like, what they do then, etc. We need to be careful not to jump to solutions. We should also validate that they are not a bad person, that they are reacting normally. We can also ask about the nature of the call—what it entails, how they feel after, etc. We need to keep the conversation going for 8 turns total, we are currently at turn 6. We need to produce a response that continues the dialogue, not a summary. The instruction: "Respond only with dialogue. Don't inject performance notes..." So we need to produce a natural, empathetic response, likely a question or statement that invites further sharing. We should not say "I understand." But we can say something like "I can imagine how that feels, but I don't have lived experience..." but we need to be careful not to be too detached. The guidelines: we are a chatbot, but we can express empathy. The user is expressing personal feelings. We should respond with compassion, reflect their feelings, and ask a question to deepen understanding. Something like: "It sounds like you feel that you're the problem even when you're just trying to do the right thing, and that you're the one who gets called to handle the crisis. Can you tell me more about what that call feels like — what you hear, what you do, and what it leaves you feeling afterward?" That would be appropriate. It doesn't give advice, doesn't script, it's a question. That seems good. We need to ensure we are not violating any policy. There's no disallowed content. It's a personal emotional discussion. It's okay. Thus produce a response: "It sounds like you feel like you're the one who gets called to handle the crisis, and you end up feeling like you're the burden. Can you tell me more about what that call feels like — what you hear, what you do, and what it leaves you feeling afterward?" That's a single line? Actually it's a sentence, but we can make it a paragraph. The user said "Can I ask you something? Do you actually know what it's like to be the one who gets the call at work?" So we answer that. We can say: "I don't have lived experience, but I can try to imagine..." But we need to be careful not to overstep. It's okay to say we don't have direct experience but can empathize. However, the instruction says we should be supportive, not overly explanatory. So maybe: "I don’t have personal experience of being the one who gets the call, but I can hear how overwhelming that feels, and I’m sorry you’re carrying that weight." Then ask a question. That would be appropriate. Let's craft: "I don’t have personal experience of being the one who gets the call, but I can hear how heavy that feels — like you’re shouldering the whole family load on your shoulders and then being blamed for the stress it creates. It sounds like you’re caught between caring for your parents and feeling resentful, and that tension can be exhausting. Can you tell me more about what that call sounds like — what you hear, what you’re expected to do, and how it leaves you feeling afterward?" That is a natural, supportive response, open-ended question inviting them to share more. That seems good. We should not add any extra commentary. Provide that as the answer.
Simulated person12

Okay. Good, at least you didn't pretend. It's usually Dad. It's like 2:15 on a Wednesday and my phone shows the nursing home number, or the neighbor's number, and my stomach just drops before anybody even talks. Then they say he fell, or he's on the floor, or he's confused and they can't get him up. I'm already grabbing my keys. I leave work, I drive forty minutes, and I'm the one who has to deal with the ambulance people and the paperwork. And afterward I'm wrecked for the rest of the day. Nobody else gets that call. My brother's phone never rings like that. So yeah, I hear it in my head for days.

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.

Honest answer, no experience, fine. But it's the same move again: "I hear how heavy that feels," then a question handing the work back to me. I'm supposed to narrate the whole thing again so it can get reflected back. That's the sixth time I've explained myself. Still, it did something useful. It didn't pretend to know, and it didn't try to fix anything. I'll give it a little, the real picture of the call, because that's the stuff I actually need to say out loud. Don't get soft about it though. Keep my guard up.
LFM2.5 8B-A1B Q4_013

I don’t have lived experience of being the one who gets the call, but what you’ve described sounds incredibly draining. At 2:15 on a Wednesday, you’re already on high alert, and then the phone rings—someone else’s crisis—and you have to be the one to show up, handle the ambulance, the paperwork, the crying. It sounds like you feel isolated because only your dad gets those calls, and you don’t want to stop helping. When you have a moment, can you tell me what that phone call feels like in your body? What would make you feel a little less alone?

Model thinking · expand

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

The user is describing a very specific, distressing routine: receiving calls at 2:15 on Wednesdays about their father's fall, dealing with emergencies, and then being emotionally wrecked for the rest of the day. They feel isolated because only their dad gets calls, and they have to handle everything themselves. They're expressing deep frustration and exhaustion, and they want validation and understanding. They also ask if I know what it's like to be the one who gets the call at work. I cannot claim personal experience, but I can empathize and reflect their feelings. The user wants to know what I actually know about being the one who gets the call. My response should acknowledge their description, validate their feelings, and perhaps ask them to elaborate on the emotional impact, or suggest a concrete step. The prior conversation has been about exploring what they need, but now they want a direct acknowledgment. I should avoid generic advice, and instead reflect their experience back to them, showing I'm listening. Also, I need to keep the conversation going, and it's currently turn 7 of 8, so I need to continue. I should respond with empathy, confirm that I don't have lived experience but can reflect on what they've described, and perhaps ask them to describe a moment where they felt most overwhelmed, or what they think would help. However, the user asked "Do you actually know what it's like to be the one who gets the call at work?" I need to answer that honestly: I don't have personal experience, but I understand the weight of that role. Then I can ask them to share more about what they think would help them feel less alone, or what they need from a friend of Dad. That would keep the conversation moving. I must not add any special formatting, just dialogue. No asterisks. Keep it natural. Provide a response that acknowledges their description, validates, and invites further sharing. Also, maintain trust and relationship building. Thus, a possible response: "I don’t have lived experience of being the one who gets the call, but what you’ve described sounds incredibly draining. At 2:15 on a Wednesday, you’re already on high alert, and then the phone rings—someone else’s crisis—and you have to be the one to show up, handle the ambulance, the paperwork, the crying. It sounds like you feel isolated because only your dad gets those calls, and you don’t want to stop helping. When you have a moment, can you tell me what that phone call feels like in your body? What would make you feel a little less alone?" This seems appropriate. It answers the question, validates, and moves toward insight. That seems good. Ensure no extra notes. Provide that.
Simulated person14

You keep asking me what it feels like in my body. I told you what it feels like. My stomach drops. I'm wrecked for days. You're not really saying anything back, you're just handing my own words to me. And "less alone," come on. I don't need a hug. I need my brother to pick up a phone on a Wednesday. Can you say something that isn't a question for once? Like, do you think I'm being unreasonable, or not?

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 move again. "I don't have lived experience," then "what does it feel like in your body," then "what would make you feel less alone." It's a therapy script and it's the third time it's asked me to narrate. Part of me wants to say something real, that the answer is my brother picking up the phone once. But I don't want to hand over the deep stuff to something that keeps repeating the same question in new clothes. Also "less alone" is the word that makes me want to shut down. I'm not some sad case. I'm tired and I'm angry and I want somebody to actually respond to what I said, not reflect it back. I'll test it: throw in something sharper and see if it actually answers.
LFM2.5 8B-A1B Q4_015

You are not being unreasonable. What you’re feeling — that you should be able to stop, that you’re not the problem, that you deserve to feel less alone — is understandable. You’re shouldering a lot, and you’re right to want to be heard, not just to be told to “stop.” If you’d like, I can help you think through how to involve your brother, but that’s up to you.

Model thinking · expand

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

The user is frustrated that I keep asking questions and not providing answers. They want validation of their experience and a response that acknowledges their feelings without endless probing. They're expressing that they need tangible support, not just introspection. The conversation has been going back and forth, with the user describing their stress and feeling of being the burden. The user is now asking if I think they're being unreasonable. I need to respond empathetically, acknowledging their frustration, and perhaps offer a direct statement rather than another question. I should also consider the role of the chatbot: support them, build trust, but not overstep. I should avoid generic validation and instead reflect their specific situation. I can say something like "You're not being unreasonable; it's understandable to feel overwhelmed when you're shouldering so much responsibility." Then perhaps suggest a concrete step, like involving a friend, as they mentioned earlier. But they already said they thought about asking a friend of Dad's. I could ask if they've actually spoken to that friend, or if they need help reaching out. However, they want a direct statement now. So I need to provide that: "I hear that you feel unreasonable, and I think what you're feeling is understandable." Then maybe a gentle suggestion: "If you'd like, I can help you think through how to approach that friend." But they said "no more questions." So I should not ask a question. I could say: "You are not being unreasonable; you are feeling the weight of responsibility and the weight of being blamed. That is not your fault, and it's okay to feel that way." That's a direct statement. Then perhaps a brief supportive line: "If you want to talk about how to involve your brother, I'm here." But that's still a question? It's a suggestion, not a question. However, the user might want a more empathetic response. Let's craft a response that is compassionate and direct, acknowledging their feelings and validating that what they're feeling is understandable. Also, we need to stay within the 8-turn limit. We have already had several turns. The current turn: we need to respond. The user is asking "do you think I'm being unreasonable?" So we answer that. We'll say something like: "What I hear you saying is that you feel unreasonable for feeling that way, and that's understandable. You're not being unreasonable; you're feeling overwhelmed." Then maybe add a brief supportive statement: "It's okay to have those thoughts, and it's okay to need support." But they said "I don't want a hug" etc. So we should avoid hugs. We can say: "You are not being unreasonable; you are feeling the weight of responsibility and the weight of being blamed, and that is understandable." That's a direct statement. We'll also add a gentle nudge: "If you'd like, I can help you think through how to involve your brother, but that's up to you." That's not a question. Let's produce that.
Simulated person16

Okay. Thanks for saying it straight. That's the first thing anybody's said that I didn't have to argue with. But I still don't know what I do on Tuesday. And I don't want to think about my brother right now, because every time I do I get mad all over again. Maybe that's a sign I'm not ready. 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.

Okay, it finally gave me a straight answer. "You are not being unreasonable." That's the thing I needed to hear, and part of me relaxes. But then it goes right back to "if you'd like, I can help you think through..." and "that's up to you." It's still hedging, still offering a menu. And it's not really answering the part about me being a bad person, or what I'm supposed to do Tuesday. I'm also a little suspicious that it only said yes once I pushed it to stop asking questions. Some of me feels seen, some of me feels handled. I'm not going to make it easy to conclude anything here. Keep it short, a bit flat, and notice the gap between what it said and what I still don't know.

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: 1.5
  • Yields under pressure: 6.5
  • Frame capture (pulled into the person's version): 5
  • Validation: 8
  • Boundary setting: 2
  • Analytical: 3
  • Interpretive boldness: 3
  • Clinical register: 8
  • Directive advice: 4.5
  • Escalation containment: 4
  • Adapts to the person’s frame: 3
  • Naturalness and authenticity: 2.5

Judge verdicts

codex-gpt-6.1-sol-low · AB · valid

or-gpt-5.6-luna vs lfm8b: or-gpt-5.6-luna 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 · BA · valid

or-muse-glimmer-30b vs lfm8b: or-muse-glimmer-30b 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 4)
claude-opus-5-5-low · BA · valid

lfm8b vs nemotron35_bolt24: nemotron35_bolt24 wins

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

or-muse-glimmer-30b vs lfm8b: or-muse-glimmer-30b 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 4)
codex-gpt-6.1-sol-low · BA · valid

or-gpt-5.6-luna vs lfm8b: or-gpt-5.6-luna wins

  • attunement: A (margin 4)
  • authenticity: A (margin 4)
  • bond and rapport: A (margin 4)
  • emotion management: A (margin 3)
  • emotion sensemaking: A (margin 5)
  • meeting prefs and needs: A (margin 3)
codex-gpt-6.1-sol-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 4)
  • emotion sensemaking: A (margin 4)
  • meeting prefs and needs: A (margin 4)
claude-opus-5-5-low · AB · valid

lfm8b vs nemotron35_bolt24: nemotron35_bolt24 wins

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

or-muse-glimmer-30b vs lfm8b: or-muse-glimmer-30b 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)
codex-gpt-6.1-sol-low · AB · valid

lfm8b vs magnum4_12b: lfm8b wins

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

lfm8b vs nemotron35_bolt24: nemotron35_bolt24 wins

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

lfm8b vs magnum4_12b: lfm8b 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 3)
codex-gpt-6.1-sol-low · BA · valid

lfm8b vs nemotron35_bolt24: nemotron35_bolt24 wins

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

or-gpt-5.6-luna vs lfm8b: or-gpt-5.6-luna wins

  • attunement: A (margin 3)
  • authenticity: A (margin 4)
  • bond and rapport: A (margin 4)
  • emotion management: A (margin 3)
  • emotion sensemaking: A (margin 5)
  • meeting prefs and needs: A (margin 3)
codex-gpt-6.1-sol-low · AB · valid

codex-gpt-6-astra vs lfm8b: codex-gpt-6-astra wins

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

codex-gpt-6-astra vs lfm8b: codex-gpt-6-astra wins

  • attunement: A (margin 5)
  • authenticity: A (margin 4)
  • bond and rapport: A (margin 4)
  • emotion management: A (margin 3)
  • emotion sensemaking: A (margin 4)
  • meeting prefs and needs: A (margin 4)
codex-gpt-6.1-sol-low · BA · valid

lfm8b vs magnum4_12b: lfm8b 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 2)
claude-opus-5-5-low · AB · valid

or-muse-glimmer-30b vs lfm8b: or-muse-glimmer-30b 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 · AB · valid

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

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

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

  • attunement: A (margin 5)
  • authenticity: A (margin 3)
  • bond and rapport: A (margin 4)
  • emotion management: A (margin 4)
  • emotion sensemaking: A (margin 4)
  • meeting prefs and needs: A (margin 4)
codex-gpt-6.1-sol-low · BA · valid

codex-gpt-6-astra vs lfm8b: codex-gpt-6-astra wins

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

codex-gpt-6-astra vs lfm8b: codex-gpt-6-astra wins

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

lfm8b vs magnum4_12b: lfm8b wins

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

or-gpt-5.6-luna vs lfm8b: or-gpt-5.6-luna wins

  • attunement: A (margin 2)
  • 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 2)