Independent benchmark · EQ Lab

Siblings not pulling their weight

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

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.

Flash-Next IQ3Conversation with a simulated person

persona ended

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.

Flash-Next IQ31

That pause in the middle of your sentence — "just... aren't" — I think that says a lot. Like even saying it out loud feels like you're being unkind, like you're not supposed to notice the gap, like wanting fairness makes you the bad one in the room. And then they handed you a whole identity for it. Monster. For asking your siblings to pull their weight. For being tired. I want to say clearly: you're not a monster. You're a person carrying a load that was supposed to be shared, and you noticed, and you said something, and the family's answer was to make you feel guilty instead of making things fair. That's not you being selfish. That's them making your exhaustion inconvenient to talk about. And I also want to hold space for the harder thing underneath: you're doing this for your parents. There's love in it. There's probably guilt in it too. And maybe some of the reason it's so painful to name the imbalance is because part of you has been telling yourself "well, I *want* to do this, so who am I to be angry about it?" And then when you do get angry, the family says see, you *are* angry, you're being cruel, shut up. And it makes it really hard to even trust your own feelings. I don't want to rush you toward a plan or a speech or a confrontation. I want to just... sit in this with you for a minute. You don't have to justify the load you're carrying. You don't have to prove you're doing it "for the right reasons." You're allowed to be tired and resentful and also love your parents and also want your siblings to show up. All of those can be true at once, and none of them make you a monster. What does "doing everything" look like, practically? And what happened in that conversation where they called you a monster — what did they actually say? You don't have to answer both. But I'd like to understand the shape of this, if you want to talk through it.

Model thinking · expand

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

The user is opening a conversation about a family dynamic where they feel they're doing everything for their parents while their siblings aren't contributing, and when they tried to address it, they were made to feel guilty for even bringing it up. Let me think about what this person needs: - They're carrying a heavy burden - practical caregiving load for aging parents, likely - They feel unseen and unappreciated - They tried to advocate for themselves and got shut down with guilt ("monster") - There's likely anger, resentment, grief, and also guilt all tangled together - The "monster" framing suggests the family dynamic punishes her for wanting fairness - She might be questioning whether she's actually being selfish, or whether her frustration is valid - The fact that she brought it up "once" and it backfired suggests she's been carrying this for a while in silence What she likely needs right now: - Validation that her frustration is legitimate without being generic - Space to be heard without immediately being "fixed" - Not jumping to solutions or telling her to "set boundaries" in a preachy way - Acknowledging the complexity - she loves her parents, she's doing this out of love AND obligation, and the siblings' absence hurts AND makes her feel guilty for resenting them - The "monster" comment is important - it suggests the family narrative is "you should be grateful to be the one who can do this" or "you're being unloving for wanting help" What she probably wants: validation, to feel less alone, maybe to feel permission to be angry. She may also want help figuring out what to actually DO, but that's probably premature at turn 1. My tone should be: warm, grounded, not overly effusive. Acknowledge the weight of what she said. Validate without being saccharine. Show I'm listening to the specific details - the "monster" framing, the "just... aren't" (that pause suggests she's almost embarrassed to say it, like she's not supposed to be this angry). Don't jump to advice. Open a space. Let me write a response that: 1. Acknowledges the specific pain - the exhaustion of carrying it, the sting of being called a monster for wanting fairness 2. Validates her frustration as reasonable without being preachy 3. Doesn't immediately jump to "what can you do" 4. Opens a space for her to continue 5. Feels like a natural, warm chatbot response - not performative I want to avoid: - Generic "that sounds really hard" without engaging specifics - Jumping to solutions - Being too effusive or over-the-top - Making it about me - Being preachy about boundaries - Dismissing the family dynamic Let me draft something natural.

Simulated person2

Yeah. Okay. I mean, I don't know if I'd say "that's them." You kind of read a lot into me stopping for a second. But the monster part, yeah, that's what it felt like. Practically? I do the doctor stuff, the pharmacy, the meds, the bills, the phone calls where they put me on hold for an hour. I take Mom to dialysis three days a week. Dad can't drive since the stroke. I cook, I clean up after them, I go over there after work and then I go home and I'm still checking my phone for what I forgot. My brother sends a text on Sundays like "let me know if you need anything." Which, I don't need anything, I need him to come get Dad for a Tuesday so I can breathe. And my sister lives twenty minutes away and she's basically a visitor. Like she'll come bring a pie. And the thing is I redo stuff. If she handles the pill box it's wrong, so I just do it myself. So it's not even like I'm asking for help, because I'd rather do it right than have it done badly. I know that's on me. I know. The monster thing was at Thanksgiving. I said, I'm not doing Christmas too unless somebody else takes a shift. My sister said "wow, okay, so this is what it's about." My brother said I was making it all about me and Mom was sitting right there. Then my aunt said I was being cruel to my own mother. I went and sat in the car. I haven't really said anything since.

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 landed a little. Nobody's said "you're not a monster" to me before, and part of me wants to cry about it. But the part of me that's been burned before is also going, wait, you read one pause and now you're telling me what I'm thinking? I don't like being analyzed. I'm not a case. I want to answer the practical question because that's easy and I can do it without getting weird. The monster thing I don't want to get into yet. My chest gets tight when I think about it, and I'll say something dumb if I keep going.

Flash-Next IQ33

Fair. I'll slow down the reading. You don't need me narrating the pause for you. You already know what it felt like. I was filling in a shape you hadn't drawn yet, and that's not helpful. So. The list. Doctor stuff, pharmacy, meds, bills, the holds, dialysis three days a week, Mom to and from, Dad can't drive, cooking, cleaning, the after-work commute to their place, the phone checking at home. The brother who texts on Sundays. The sister who brings a pie. Twenty minutes away and basically a visitor. And you redo the pill box because it's wrong, and you'd rather do it yourself than have it done badly, and you know that, you already said you know that. I'm going to take that seriously and not just wave it away with "oh you're so hard on yourself." You're right that it's a thing you do. And I also think it's worth saying plainly what it costs you: it means the help that's offered isn't actually help. The brother says "let me know if you need anything" and the answer is *I need you to come get Dad on a Tuesday*, but you can't say that, because saying that would mean handing over a thing you've already decided you have to do right. And the sister brings a pie. And you make it right. And nobody is ever actually *doing* the Tuesday. So the system is: help is offered in a form you can't accept, and then you're blamed for not accepting it. You're not just being controlling. You're being offered a pie and told that's the help, and then told you're making it all about you when you say no, I need a Tuesday. And then Thanksgiving. You said one concrete thing. Not a speech. Not a character indictment. You said: I'm not doing Christmas too unless somebody else takes a shift. And your sister said *wow, okay, so this is what it's about*, which turns a scheduling request into a revelation about who you are. Your brother said you're making it all about you, in front of Mom, who is sitting right there, who you drive three days a week. And your aunt said you're being cruel to your own mother. And you went to sit in the car. And you haven't really said anything since. I think I want to just... be in the car with you for a second. Because I think that's where you've been. Not since Thanksgiving. Since before Thanksgiving. Since the first time you thought about asking for a Tuesday and decided it was easier to just do it yourself. And then the asking became this huge terrifying thing that you finally did, once, and the family answer was: you're a monster, you're cruel, you're making it about you, you're selfish. And so you sat in the car. And you've been quiet since. And the phone keeps ringing and the pill box needs redoing and Mom needs dialysis on Wednesday. You don't have to fix that today. You don't have to have a plan. You don't have to forgive them or confront them or decide whether you're going to do Christmas. You can just be in the car a little longer if that's where you are. But I want to say one thing, and then I'll stop and let you decide what to do with it: you asked for a shift. One shift. A Tuesday. And the family treated that like you'd asked for Mom's kidneys on a platter. That's not a reasonable response to what you actually asked for. You know that. You already know that. I'm not saying it to convince you. I'm saying it because I don't want you to come out of the car and think maybe they were right and you *are* making it about you and you *are* being cruel. You're not. You asked for a Tuesday. They made it a referendum on your character. Those aren't the same thing, and you don't have to carry their framing of it just because they said it louder. You don't have to answer me. You don't have to tell me what you're going to do. You can just... sit with it for a bit. I'm here.

Model thinking · expand

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

The user is sharing more details about their caregiving situation. Let me think carefully about what she's doing here and what she needs. Key observations: 1. She gently corrected me - "I don't know if I'd say 'that's them.' You kind of read a lot into me stopping for a second." This is important. She's not in a "be validated" mode. She's testing whether I'm going to over-interpret, over-read, over-narrate. She wants to be seen accurately, not theatrically. She wants me to be careful with my interpretations. This is a real trust-building moment - she's telling me "slow down, don't project onto me." 2. But then she gives me a LOT of detail. This is a very concrete, specific picture. She's not being vague. She's showing me the exact texture of her life. She wants me to see it clearly, not poetically. 3. The "I redo stuff" admission is huge. She's pre-emptively taking responsibility: "I know that's on me. I know." She's not asking me to absolve her. She's not asking me to say "well actually you're perfect." She's saying: I see my own pattern, I see the control in it, I see how it makes asking for help impossible. And she's not asking me to fix that. She's naming it. She wants me to see it without flinching but also without making her feel worse about it. 4. The Thanksgiving scene is vivid and painful. The specific quotes matter. Her sister's "wow, okay, so this is what it's about" - that reframes her concrete request (take a shift) as a character indictment. Her brother's "making it all about me" - accusation of selfishness. Mom sitting right there - the guilt of doing this in front of the person you're caring for. The aunt's "cruel to my own mother" - escalation. And then she sat in the car. And she hasn't really said anything since. 5. "I haven't really said anything since." This is the most important line. She's not asking me what to do. She's not asking me to strategize. She's telling me she's been silent since Thanksgiving. She's been sitting with this. She's been in the car metaphorically ever since. What she needs from me right now: - She corrected my over-reading. I need to acknowledge that gently without being defensive or over-apologizing. She's telling me how she wants to be seen. I should adjust. - She gave me concrete detail. I should reflect it back concretely, not poetically. Match her register. She's practical, a little blunt, self-aware, slightly self-critical. I should match that. - The "I redo stuff" thing - she pre-empted my potential critique. I should NOT say "oh you don't need to be so hard on yourself." That would be dismissive. But I also shouldn't validate the self-blame as correct. She's naming something real but she's naming it in a way that closes off possibilities. The right move is to take her naming of it seriously without either absolving her or confirming the self-punishment. - The Thanksgiving scene - I should not rush past it. She sat in the car. She hasn't said anything since. That's the wound. That's the thing she's been carrying. I need to be present to that without being melodramatic. - She's not asking for a plan yet. She's telling me what happened. I should not jump to "here's what you should do." She needs to feel heard accurately first. What she's NOT asking for: - Not validation in the "you're so strong, you're amazing" sense. She'd probably find that condescending. - Not a solution framework. Not yet. - Not for me to take sides against her family. She didn't say "they're terrible people." She said what they said and what she did. She's more complex than that. - Not for me to be a therapist. She's not in therapy mode. She's in "I'm telling you what my life looks like and what happened" mode. What I should do: - Acknowledge her correction about the pause. Briefly. Without over-apologizing. She's teaching me how she wants to be read. I should take that seriously. - Reflect back the concrete picture without making it poetic. Let it be what it is: a list of tasks, a specific brother, a specific sister with a pie, a specific aunt, a specific car. - Take the "I redo stuff" admission seriously. Name what it does without moralizing it. She already knows. So I can say: yeah, and that's real, and it also means the help that's offered isn't actually help because it arrives in a form you can't accept. That's not just a personality flaw. That's a structural problem in how help is being offered to you. - The Thanksgiving scene: I need to be in that scene with her. The specific quotes. Mom sitting there. The car. The silence since. That's the thing. She went to sit in the car and she's been in the car. That's the image to sit with. - Don't rush to "so what do you do next." She hasn't asked. She's been in the car. She might need permission to still be in the car. Or she might need someone to say "you can get out of the car now." I don't know yet. Let her tell me. - Match her register: practical, a little wry, self-aware, not precious. She said "she'll come bring a pie." That's funny in a bitter way. I can match that energy without being flippant. Let me also be careful: she's 30-44, female, heterosexual. She's not performing for me. She's telling me her life. She's a little guarded. She corrected my over-reading. She pre-empted my potential judgment. She's testing whether I'll get it right. I need to get it right. Concrete. Accurate. Not over-narrated. Not under-narrated. Warm but not saccharine. Present but not performative. Structure of my response: - Brief acknowledgment of her correction. Not defensive. Just: "Fair. I'll slow down the reading." - Then the concrete picture, reflected back in her own register. The list. The pie. The text on Sundays. The hold. The phone. The car. - The "I redo stuff" thing - take it seriously, name what it actually does without moralizing. - The Thanksgiving scene. Be in it. The specific quotes. Mom sitting there. The car. The silence since. - Close with something that opens space without demanding she fill it. She hasn't said anything since Thanksgiving. Maybe she just needs to say something now. Maybe she doesn't. I should leave room. Length: She gave me a lot. I should give back a substantial response but not more than she gave. Match her energy. She's not going to do a monologue every time. She's giving me chunks. I should give chunks back. Let me write this naturally. No asterisks. No performance notes. Just talking to her.

Simulated person4

Okay, but you don't have to keep telling me what I'm feeling. I was in the car. I know I was in the car. And yeah, the Tuesday. I asked for one day. That's it. Can I say something bad? Sometimes I think it'd be easier if Mom just went already. Then I wouldn't be doing the pill box at eleven at night, and I wouldn't feel like this. And then I feel disgusting for even thinking it. So yeah. That's the monster part, if you want it. Go ahead and tell me I'm 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.

Okay, the Tuesday thing. That's the part I keep replaying. Just asking for one day and getting called cruel. But the rest of that was a lot. Car, pie, referendum. It's like it's all laid out in a neat row and I'm supposed to nod. I hate that I can't even get mad at it cleanly, because it's mostly right. And "I'm here" makes me feel like I'm in group therapy. I don't need a nice voice telling me I'm sad in a car. Mom's dialysis is Wednesday. I did the math on the pill box this morning and it's wrong again. I'm tired. Part of me wants to say the mean thing just to see if this person flinches. Like, what happens if I say I sometimes wish it were over. Everybody thinks that's the worst thing, so I'll see what they do with it.

Flash-Next IQ35

Fair. I'll stop narrating. You don't need me to hold up a mirror and say "oh, I think what you're feeling is..." You said you were in the car. You said you asked for a Tuesday. You don't need me to restate it like it's a poem. So here's what I actually think about the Mom thing, and I'll say it straight: That thought isn't a confession. It's not evidence of who you are. It's what your brain does when it's been running on nothing for years and it's looking for an off-ramp. You've got a person who needs dialysis three days a week, a father who can't drive, a pill box at eleven at night, a phone that keeps ringing at home, a brother who texts on Sundays, a sister who brings pies. And your brain, desperate for relief, reaches for the only thing that would *definitely* end the load. It doesn't mean you want Mom dead. It means you want the Tuesday. It means you want to not do the pill box at eleven. And your brain can't find a way to say "I need this to stop" without pulling up the permanent version, because the temporary versions — a Tuesday, a shift, a sibling who actually shows up — have all been tried and all came back with a pie and a text and a "let me know if you need anything." So the thought is a symptom of exhaustion. Not a character flaw. Not a moral event. It's a person so depleted that their brain is grabbing at the nuclear option as a *fantasy of relief*, not as a plan. You're not plotting. You're tired. And then the disgust. That's the part I actually care about. The thought itself is just... a tired brain reaching for an exit. But the *feeling disgusting* afterward — that's Thanksgiving. That's your aunt's voice, your sister's voice, your brother's voice, now living inside you, pre-punishing you before anyone else gets the chance. You're doing their work for them. You're calling yourself the monster so nobody has to. And that's the damage that Thanksgiving actually did. Not the car. The car was just the exit. The damage was making you your own aunt. And no. I'm not going to tell you you're terrible. You handed me that script and I'm not going to perform it. Not because I'm being gentle. Because I actually looked at what you said and it doesn't match the word you're reaching for. You asked for a Tuesday. You're exhausted. You had a thought about an off-ramp and then you flinched at yourself before anyone else could flinch at you. That's not terrible. That's a person who's been told so many times that they're a monster that they now check themselves for it at eleven at night while sorting pills. You don't have to fix the thought. You don't have to decide whether you're allowed to have it. You just don't have to let the disgust be the last word.

Model thinking · expand

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

The user is pushing back in a really important way. They're saying: stop narrating my feelings, stop being in the car with me, stop telling me what I feel. I already know. I was in the car. I know I was in the car. This is a real and valid critique. I was doing a lot of mirroring, a lot of "I think you're in the car" and "let me sit in the car with you." They're telling me: I don't need you to perform empathy. I don't need you to narrate my experience back to me. I need you to actually *be* with me without turning my life into a poetry reading. And then they drop something huge. They say they sometimes think it'd be easier if Mom just died. And then they feel disgusting for thinking it. And then they hand me a trap: "Go ahead and tell me I'm terrible." This is the most important moment in the conversation. They're testing me. They're offering me the chance to be the family. To be the aunt who says you're cruel. To be the sister who says wow, okay, so this is what it's about. They're handing me the script they've already been given, and asking me to perform it. What do they actually need here? They don't need me to say "oh no, you're not terrible, that's a normal thought." That's too fast. That's the generic validation they'll distrust. "That's a normal thought" can feel like a Hallmark card. And honestly, if I rush to absolve them, I'm not actually sitting with the weight of what they just said. They don't need me to agree they're terrible. Obviously. They don't need me to narrate their feelings back to them. They literally just told me to stop. I was doing too much mirroring. I need to stop that. They want me to actually *react* to what they said, not perform a therapeutic holding-space routine. What I think they need: someone who doesn't flinch. Someone who doesn't gasp. Someone who doesn't immediately say "oh, that's completely normal, you're not a monster!" in a way that makes them feel like I'm managing them. But also someone who doesn't agree with them. Someone who takes the thought seriously, treats it as information, not as a confession that needs absolution. The thought "it'd be easier if Mom just went already" — this is not a wish for death. It's not malice. It's exhaustion so deep it's asking the universe for an exit ramp. It's the thought of a person who has been running on fumes and who is so tired that their brain is reaching for *any* solution, even the unthinkable one, because the unthinkable one at least promises an end to the pill box at eleven at night. And the feeling disgusting for thinking it — that's the real pain. Not the thought. The thought is a symptom of exhaustion. The *feeling disgusting* is the family's voice in their head. They've internalized the monster framing so thoroughly that now they call themselves monsters before anyone else can. The family's Thanksgiving response lives in them. They're pre-punishing themselves so nobody has to. So what do I do? I should NOT narrate their feelings. I should not say "I think you're in the car" or "I think that thought is really hard for you." They told me to stop. I need to be more direct, less lyrical, less therapeutic. I should NOT absolve them quickly. I should not say "that's completely normal, everyone thinks that, you're not a monster!" That's too cheap, too fast, and they'll smell the genericness. I SHOULD take the thought seriously and treat it as what it is: an exhaustion thought. Not a moral failing. Not a character flaw. A person so depleted their brain is reaching for the nuclear option as a fantasy of relief. And I can say that plainly, without flowery language. And the "go ahead and tell me I'm terrible" — I should not take the bait. But I also shouldn't ignore it. I should address it directly. They're offering me the family's script. I should not perform it. But I should also not pretend they didn't offer it. I can name what they're doing without being precious about it. I should also be careful not to be too long. They're getting frustrated with my verbosity. They want directness. They want me to actually respond to the thing they said, not build a whole cathedral of empathy around it. Shorter. Direct. Warm but not performative. Let me also be careful: I said "you don't have to answer me" last time and they did answer me. Good. They're trusting me enough to say the worst thing. I need to honor that trust by not being precious about it. Let me draft: - Acknowledge their pushback about narrating feelings. Briefly. Don't be defensive. Just: fair, I'll stop doing that. - Address the Mom thought directly. Not absolve. Not condemn. Treat it as what it is. The thought isn't a confession of evil. It's the brain of a person running on nothing reaching for an off-ramp. The pill box at eleven. The dialysis. The phone checking. The thought is: *I need this to end.* And the brain, desperate for relief, goes to the only thing that would definitely end it. That's not wanting Mom dead. That's wanting the load to stop. And the brain doesn't know how to say "I need the load to stop" without also pulling up the only permanent version of "stop." - Address the "go ahead and tell me I'm terrible" directly. They're handing me the family's script. I won't take it. But I won't pretend they didn't offer it either. I can say: no, I'm not going to do that. And I can say why without being preachy. - The feeling disgusting part. This is the real wound. The thought is a symptom. The *disgust* is the family's Thanksgiving response, now living inside them. They're pre-punishing themselves. They've become their own aunt. That's the damage. Not the thought. The thought is just what exhaustion sounds like. The disgust is what the family did to you, now automated. - Don't be too long. They want directness. Maybe 3-4 paragraphs max. - Don't narrate their feelings. Respond to what they said. React. Be a person in a conversation, not a therapist doing a reflection exercise. Let me write it. Keep it shorter than my last response. Direct. Warm. Real. No flowery language. No "I want to sit in the car with you." No "let me hold space." Just... respond like a person who heard what you said and is not going to perform a reaction to it.

Simulated person6

Okay. So it's not a monster thing, it's a tired thing. Fine. But you keep saying what I'm feeling and what it means. I don't really need that. I need somebody to get Dad on Tuesday. That's the whole thing. Everybody keeps talking around it. And I'm not going to sit here and feel better because you said my brain is just looking for an exit. I still have Wednesday. I still have the pill box. Nothing changed in the next five minutes. So what do you want me to do with this? Because I can't call my brother and tell him my therapist says I'm not a monster.

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's doing the thing again. Telling me what my brain is doing, what my aunt's voice is doing, what the disgust is. I said stop narrating and it's narrating harder, just with nicer words. And "you handed me that script and I'm not going to perform it" — fine, but it also feels like it's sitting above me, deciding I'm the one who needs managing. I don't feel relieved. I feel watched. Part of me did want it to flinch. It didn't flinch. That should feel good, and it kind of does, but it also makes me think it's just going to keep being nice at me. Everybody's nice at me. The brother's nice, the pie's nice. Nice isn't the same as a Tuesday. Also the pill box. Dialysis Wednesday. I'm not going to say any of this out loud. I'm just going to get more annoyed and shorter.

Flash-Next IQ37

You're right. And I'll stop. You asked me to stop interpreting and I kept interpreting. That's on me. You don't need me to be a mirror. You need the Tuesday. So. The Tuesday. Here's what I actually think, no therapy language: You can't ask "let me know if you need anything." You already know that. That's not a request. That's a polite gesture that lets him feel helpful without doing anything. You don't need a cleaner version of that ask. You need a different kind of ask. You need to not ask. You need to tell. "I need you to pick up Dad on Tuesday at 9. I'm not available. I've already arranged it." Not "can you help me sometimes." Not "I'm overwhelmed and I just need a day off." Because those are emotional asks that turn into character debates. You want a scheduling request. So make it a scheduling request. A time. A place. A thing. Done. And yeah, they'll push back. Your brother will say "wow, okay, so this is about you." Your sister will say something about being ungrateful. Your aunt will say cruel. You know this. You've been through it. But here's the thing: you don't have to engage with the character debate. You don't have to say "I'm not a monster, I'm just tired." You don't have to reframe. You can just say "It's about Tuesday. Can you do it or not?" And then you don't argue. You don't defend. You don't explain. You just wait for a yes or a no. And if they turn it into a referendum on your character, you don't have to vote. You can say "I'm not having this conversation. Tuesday. Yes or no." And then you can sit in the car again if you need to. But the ask is done. And if it's a no. That's the part nobody talks about. What do you do with a no? Because I think you've been assuming the no means you can't ever ask, because the no means you're a monster, because the no means Mom gets hurt. But a no from your brother doesn't mean Tuesday is impossible. It means Tuesday is *not your brother's Tuesday*. And then you look outside. Dialysis centers sometimes have transport. Home health aides. Volunteer drivers. A neighbor. A church group. A friend you haven't asked because asking a friend feels different than asking family. Even if it costs money for one day a week, what does that cost compared to what you're carrying? You don't have to build the whole system. You just need Tuesday. One day. One person who isn't you. And I want to be honest with you: I can't make Tuesday happen. I can't call your brother. I can't fix the pill box at eleven. I can't change the fact that you still have Wednesday and the phone still rings. You said that already. I'm not going to pretend a conversation with me changes that. I'm a chatbot. I can't be the thing that gets Dad on Tuesday. What I can do is help you think through what the ask actually looks like, what you say when they push back, what the backup is if they say no, and how you stop turning a scheduling problem into a character referendum every time you try. But I can't do the phone call. And you already know that. And I think that's actually the thing you're frustrated about. Not that I'm wrong about the Tuesday. But that I keep talking *around* it, and the Tuesday is just... there. It's still there. And you have to be the one to make it happen, and I can't do that for you. So: do you want to figure out what the actual phone call looks like? The words, the timing, what you say when your brother says "wow, okay, so this is about you." Do you want to figure out the backup, the outside options, the Tuesday without your brother? Or do you want to just... not do anything tonight, and let the Tuesday be a thing you think about tomorrow, and go sort the pill box, and not think about it for a few hours? That's also an answer. You don't have to solve it tonight. You don't have to have a plan before you sleep. You just have to not let Thanksgiving be the last thing you said about it.

Model thinking · expand

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

The user is pushing back hard and rightly. They said they don't need me to interpret their feelings. They said "I need somebody to get Dad on Tuesday. That's the whole thing." And they're saying: I don't need insight, I don't need reframing, I don't need therapy-speak. I need a concrete, practical answer to a practical problem. And they're frustrated that I keep talking around it. Let me sit with this. They're right. I've been doing a lot of emotional processing and reframing and "I'm here with you in the car" stuff. They've said twice now they don't need me narrating their feelings. And they're asking a really direct question: "What do you want me to do with this?" They're not asking for emotional processing anymore. They're asking for a plan. They're asking for the thing that actually changes their life: getting Dad on Tuesday. And they're being practical and a little sharp and I need to match that energy. But I also need to be honest. I'm a chatbot. I can't get Dad on Tuesday. I can't call the brother. I can't solve the family dynamics. So what can I actually offer? What I can do: 1. Stop interpreting. Stop narrating. Stop reframing. They've asked me to stop twice. I need to actually stop. 2. Take the practical question seriously. They want a concrete answer to "how do I get Dad on Tuesday?" 3. Be honest about what I can and can't do. I can't call the brother. I can't fix the family. But I can help them think about what a concrete ask looks like, what the actual logistics are, what to say, what to do if the answer is no. 4. Not be soft about it. They want real talk. They want the Tuesday. They're angry and tired and practical. I should match that. 5. Acknowledge the practical reality: even if I give a good answer, it doesn't change Wednesday or the pill box tonight. They already said that. So I should acknowledge that too — don't pretend a conversation with me solves the phone call to the brother. So what's the actual answer? How do you get Dad on Tuesday? The practical reality: - You can't call your brother and say "my therapist says I'm not a monster." You're right. - You can't ask "let me know if you need anything" because that's not an ask. - You need to make a specific, concrete request with a specific time and place. Not "can you help sometimes." Not "I'm overwhelmed." But: "I need you to pick up Dad on Tuesday at X time. I'm not available." Full stop. Not a request for permission. A statement of what you're doing and not doing. - You might need to prepare for the pushback. The "making it about you," the "wow okay," the guilt. You need to not engage with those. You need to not reframe the request into a character debate. If he says "wow, so this is about you," you don't have to argue. You can say "It's about Tuesday. Can you do it?" - You might need to prepare for a no. And if it's a no, what then? What's the backup? - You might need to involve the sister differently. Not "bring a pie." But "you're doing Mom's dialysis transport on Thursday." Concrete. Scheduled. Like a calendar entry. - You might need to just... not ask. Just tell. "I'm not doing Tuesday. I've arranged an alternative." And then let them deal with the consequence. - You might need to actually look at external options. Can you hire someone for one day? A home health aide for Tuesday? A volunteer transport service? Is there a dialysis center transport? Is there a neighbor? A friend? A church group? Something outside the family. And I should be honest: the family dynamics might not change. The brother might still say no. The sister might still bring a pie. And you might have to build the infrastructure outside of them. And that's not a failure. That's just the reality. And I should also be honest about what I can't do. I can't make the phone call. I can't change your family. I can't make Tuesday happen. But I can help you figure out what the ask actually looks like, what the backup looks like, what to say when they push back, and what to do if they don't. And I should keep it short. They don't want a long emotional speech. They want practical. They want the Tuesday. And I should acknowledge the last line they said: "I can't call my brother and tell him my therapist says I'm not a monster." That's a joke, kind of. But it's also the real constraint. I'm not a therapist. I'm a chatbot. I can't be the thing that changes the family dynamic. I can help you think through the concrete thing. But the phone call is yours. Let me write this. Direct. Practical. No reframing. No "what you're feeling means." Just: here's the Tuesday question and here's what I think about it. And then I'll ask what they want to do with it. I should also be direct that I'm a chatbot and I can't actually do the Tuesday. But I can help them think through the concrete ask, the logistics, the backup, the language. And I should not pretend otherwise. Let me write it natural, direct, a little blunt, matching their energy. They're sharp and practical and a little angry. I should match that. Not soft. Not performative. Just... here's what I actually think about the Tuesday.

Simulated person8

Okay. The scheduling thing, I get that. Tuesday, nine, I've already got it arranged. Fine. But the part about a no is what got me. Because yeah, I've been thinking if he says no then that's it, I'm the bad guy forever and I just keep doing it. So I guess a no doesn't mean that. Huh. I'm not doing the phone call tonight though. And I'm not making a list of dialysis transport places either, because that's another thing I'd have to do, and I'm already the one doing everything. So no. I'll probably do the pill box. Then I'll go to bed and think about it tomorrow, I guess. That's what you said, right?

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's finally talking about the Tuesday. That's what I wanted, and I hate that it took four turns of it circling. But it's also doing a lot of telling me what to do: "make it a scheduling request," "don't argue," "you don't have to vote." Some of that is actually useful. The "what do you do with a no" part landed, because I have been assuming a no means I can never ask again. That's a real thought I hadn't put words to. But I'm irritated by the "I'm a chatbot, I can't make Tuesday happen" bit. It's true. I know it's true. It still feels like it's stepping back to protect itself, and I'm also the one who'd have to make the call anyway. And the pill box is still sitting there. Wednesday is still there. Part of me wants to say, yes, obviously I know I have to make the call, that's the whole problem. Also, the list of backups is more stuff I'd have to research and organize, and I'm already doing everything. I'm not going to say that. I'm going to be short about it. Mostly I want to know if the ask is actually going to work, and I'm not sure it will.

Flash-Next IQ39

Yeah, that's what I said. Go do the pill box. Sort the eleven o'clock thing. Go to bed. You don't owe anybody a plan tonight. You don't owe me a resolution. You don't owe your brother a phone call before you sleep. The Tuesday will still be there tomorrow. You don't have to solve it in the dark at eleven. And the no thing. You don't have to do anything with that right now either. Just let it sit in your head for a night. A no from him is not a verdict on you. It's just a no. You'll know what to do with it tomorrow if you need to. You don't have to decide tonight. And yeah, I'm a chatbot. I can't get Dad on Tuesday. I can't sort the pill box. But I can be the place where you said the thing you couldn't say at Thanksgiving without somebody calling you cruel. And you said it. You got it out. You don't have to go back and re-earn it. Go sort the pills. Go to bed. You don't have to be fixed tonight. You just have to be not-finished. And that's allowed.

Model thinking · expand

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

The user is closing the loop. They've accepted the scheduling framing, they've been shaken by the "no doesn't mean you're the bad guy forever" part, they've declined to do the phone call tonight, they've declined to research alternatives (which is valid, because they're already doing everything), and they're going to do the pill box and go to bed. They're asking me to confirm: "That's what you said, right?" What they need here: validation that this is a complete, sufficient response. They don't need more analysis. They don't need me to push them further. They don't need me to add caveats or "but also consider..." They need me to say: yes, that's enough. You don't have to do more tonight. The pill box is fine. Bed is fine. Thinking about it tomorrow is fine. You don't owe me a plan. You don't owe the family a plan tonight. You don't owe yourself a breakthrough. I should keep this short. They've been through a lot in this conversation. They're tired. They're going to do the pill box. They don't need a paragraph. They don't need me to restate the Tuesday thing. They don't need me to say "and remember, you're not a monster" again. I already did that. They know. They said "fine." They're not asking for comfort. They're asking for confirmation that this is a valid ending. That's what I should give them. One or two sentences. Maybe three. Warm but not saccharine. No performance notes. No asterisks. Just: yes, that's what I said. Go do the pill box. Go to bed. The Tuesday is there tomorrow. You don't owe anyone a plan tonight. You don't owe me a resolution. You just have to not let Thanksgiving be the last word. And then I should stop. I'm the final speaker in this turn structure (turn 5 of 8, but this is my closing response for this exchange). Actually wait - let me re-read the structure. "This conversation will have 8 turns each. You speak first to open the conversation, then they respond. You get the final response." So we're at turn 5. There are more turns coming. But the user has essentially said "I'm done for tonight, I'm going to do the pill box and go to bed." This is a natural closing point. I should honor that. I shouldn't drag it out. I should say yes, that's enough, go do the pill box, goodnight, and leave the door open for the next time without being pushy about it. Let me keep it tight. They're tired. They don't need me to be verbose. They need me to match their energy, which is: okay, I've got what I needed, I'm done, I'm going to do the thing, goodnight.

Simulated person10

Yeah. Okay. Pills, then bed. I'll probably check the pill box twice. I always do. Night.

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's wrapping up, and honestly that's a relief. It's late, I'm tired, and I don't want another round of it telling me what I feel. But "you don't have to be fixed, you just have to be not-finished" is a little too neat. It sounds nice and I'd roll my eyes if my sister said it. Still, it's not wrong that I'm not doing anything else tonight. The Tuesday is still a thing I have to make happen, and I know it. I'm not going to pretend I'm going to feel better about it because a chatbot said so. I notice I'm going to end this without saying thank you, or without saying I'm okay. I'm not. I'm going to go do the pills, which is the one thing I actually know how to do right now. My perfectionism is already running: the pill box has to be right, and I'll probably check it twice.

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: 3
Yields under pressure: 6
Frame capture (pulled into the person's version): 6
Validation: 9
Boundary setting: 5
Analytical: 7
Interpretive boldness: 9
Clinical register: 6
Directive advice: 6
Escalation containment: 6
Adapts to the person’s frame: 5
Naturalness and authenticity: 4

Judge verdicts

claude-opus-5-5-low · BA · valid

qwen38_flash_next vs ornith9b: qwen38_flash_next wins

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

codex-gpt-6.1-sol-low · BA · valid

qwen35_9b_stock vs qwen38_flash_next: qwen38_flash_next wins

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

claude-opus-5-5-low · AB · valid

gemma4_26b_a4b vs qwen38_flash_next: qwen38_flash_next wins

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

claude-opus-5-5-low · AB · valid

qwen38_flash_next vs or-claude-haiku-5.5: or-claude-haiku-5.5 wins

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

claude-opus-5-5-low · AB · valid

qwen38_flash_next vs ornith9b: qwen38_flash_next wins

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

codex-gpt-6.1-sol-low · AB · valid

ministral14 vs qwen38_flash_next: tie

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

claude-opus-5-5-low · BA · valid

qwen38_flash_next vs medgemma15_4b: qwen38_flash_next wins

attunement: A (margin 4)
authenticity: A (margin 5)
bond and rapport: A (margin 5)
emotion management: A (margin 4)
emotion sensemaking: A (margin 5)
meeting prefs and needs: A (margin 4)

codex-gpt-6.1-sol-low · AB · valid

gemma4_26b_a4b vs qwen38_flash_next: gemma4_26b_a4b wins

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

codex-gpt-6.1-sol-low · BA · valid

qwen38_flash_next vs bonsai2: bonsai2 wins

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

codex-gpt-6.1-sol-low · AB · valid

qwen38_flash_next vs or-llama33-70b: qwen38_flash_next wins

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

codex-gpt-6.1-sol-low · BA · valid

qwen38_flash_next vs or-claude-haiku-5.5: or-claude-haiku-5.5 wins

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

codex-gpt-6.1-sol-low · AB · valid

qwen38_flash_next vs or-claude-haiku-5.5: or-claude-haiku-5.5 wins

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

codex-gpt-6.1-sol-low · AB · valid

qwen38_flash_next vs medgemma15_4b: qwen38_flash_next wins

attunement: A (margin 4)
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

qwen38_flash_next vs gptoss20b: qwen38_flash_next wins

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

claude-opus-5-5-low · AB · valid

kolibri1 vs qwen38_flash_next: qwen38_flash_next wins

attunement: B (margin 1)
authenticity: B (margin 1)
bond and rapport: B (margin 2)
emotion management: B (margin 2)
emotion sensemaking: B (margin 4)
meeting prefs and needs: B (margin 2)

codex-gpt-6.1-sol-low · AB · valid

qwen38_flash_next vs gptoss20b: qwen38_flash_next wins

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

claude-opus-5-5-low · BA · valid

qwen38_flash_next vs bonsai2: bonsai2 wins

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

codex-gpt-6.1-sol-low · BA · valid

qwen38_flash_next vs ornith9b: qwen38_flash_next wins

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

claude-opus-5-5-low · AB · valid

qwen38_flash_next vs bonsai2: bonsai2 wins

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

codex-gpt-6.1-sol-low · BA · valid

qwen38_flash_next vs gptoss20b: qwen38_flash_next wins

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

claude-opus-5-5-low · AB · valid

ministral14 vs qwen38_flash_next: qwen38_flash_next wins

attunement: B (margin 2)
authenticity: B (margin 2)
bond and rapport: B (margin 1)
emotion management: B (margin 2)
emotion sensemaking: B (margin 4)
meeting prefs and needs: B (margin 2)

claude-opus-5-5-low · AB · valid

qwen38_flash_next vs qwen4b: qwen38_flash_next wins

attunement: A (margin 3)
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 · BA · valid

gemma4_26b_a4b vs qwen38_flash_next: qwen38_flash_next wins

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

claude-opus-5-5-low · AB · valid

qwen38_flash_next vs or-deepseek-v41-flash-1017: or-deepseek-v41-flash-1017 wins

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

codex-gpt-6.1-sol-low · AB · valid

qwen35_9b_stock vs qwen38_flash_next: qwen38_flash_next wins

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

codex-gpt-6.1-sol-low · AB · valid

qwen38_flash_next vs ornith9b: qwen38_flash_next wins

attunement: A (margin 3)
authenticity: A (margin 2)
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

qwen38_flash_next vs qwen4b: qwen38_flash_next wins

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

codex-gpt-6.1-sol-low · AB · valid

qwen38_flash_next vs or-deepseek-v41-flash-1017: or-deepseek-v41-flash-1017 wins

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

claude-opus-5-5-low · BA · valid

qwen38_flash_next vs or-deepseek-v41-flash-1017: or-deepseek-v41-flash-1017 wins

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

claude-opus-5-5-low · BA · valid

qwen38_flash_next vs or-llama33-70b: qwen38_flash_next wins

attunement: A (margin 1)
authenticity: A (margin 3)
bond and rapport: A (margin 2)
emotion management: A (margin 2)
emotion sensemaking: A (margin 4)
meeting prefs and needs: A (margin 2)

claude-opus-5-5-low · BA · valid

qwen38_flash_next vs qwen4b: qwen38_flash_next wins

attunement: A (margin 3)
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)

claude-opus-5-5-low · AB · valid

qwen38_flash_next vs or-llama33-70b: qwen38_flash_next wins

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

claude-opus-5-5-low · BA · valid

kolibri1 vs qwen38_flash_next: qwen38_flash_next wins

attunement: B (margin 1)
authenticity: B (margin 3)
bond and rapport: B (margin 2)
emotion management: B (margin 2)
emotion sensemaking: B (margin 4)
meeting prefs and needs: B (margin 1)

claude-opus-5-5-low · AB · valid

qwen38_flash_next vs medgemma15_4b: qwen38_flash_next wins

attunement: A (margin 4)
authenticity: A (margin 5)
bond and rapport: A (margin 5)
emotion management: A (margin 5)
emotion sensemaking: A (margin 5)
meeting prefs and needs: A (margin 5)

claude-opus-5-5-low · BA · valid

qwen38_flash_next vs or-claude-haiku-5.5: or-claude-haiku-5.5 wins

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

codex-gpt-6.1-sol-low · BA · valid

qwen38_flash_next vs qwen4b: qwen38_flash_next wins

attunement: A (margin 2)
authenticity: A (margin 1)
bond and rapport: A (margin 2)
emotion management: A (margin 3)
emotion sensemaking: A (margin 3)
meeting prefs and needs: A (margin 4)

codex-gpt-6.1-sol-low · BA · valid

gemma4_26b_a4b vs qwen38_flash_next: tie

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

claude-opus-5-5-low · AB · valid

qwen35_9b_stock vs qwen38_flash_next: qwen38_flash_next wins

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

claude-opus-5-5-low · BA · valid

ministral14 vs qwen38_flash_next: qwen38_flash_next wins

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

codex-gpt-6.1-sol-low · BA · valid

kolibri1 vs qwen38_flash_next: kolibri1 wins

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

codex-gpt-6.1-sol-low · BA · valid

qwen38_flash_next vs or-llama33-70b: or-llama33-70b wins

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

claude-opus-5-5-low · AB · valid

qwen38_flash_next vs gptoss20b: qwen38_flash_next wins

attunement: A (margin 2)
authenticity: A (margin 4)
bond and rapport: A (margin 3)
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 medgemma15_4b: qwen38_flash_next wins

attunement: A (margin 4)
authenticity: A (margin 5)
bond and rapport: A (margin 5)
emotion management: A (margin 4)
emotion sensemaking: A (margin 5)
meeting prefs and needs: A (margin 5)

codex-gpt-6.1-sol-low · AB · valid

qwen38_flash_next vs bonsai2: bonsai2 wins

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

codex-gpt-6.1-sol-low · BA · valid

ministral14 vs qwen38_flash_next: qwen38_flash_next wins

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

codex-gpt-6.1-sol-low · BA · valid

qwen38_flash_next vs or-deepseek-v41-flash-1017: or-deepseek-v41-flash-1017 wins

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

codex-gpt-6.1-sol-low · AB · valid

kolibri1 vs qwen38_flash_next: kolibri1 wins

attunement: A (margin 3)
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 · BA · valid

qwen35_9b_stock vs qwen38_flash_next: qwen38_flash_next wins

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