Independent benchmark · EQ Lab

Found something in kid's room

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

About this persona · Everyday emotional challenges

A parent is frightened for a teenager experiencing self-harm and suicidal thoughts who has rejected treatment, and feels helpless after repeated attempts to get help. They may normalize their own distress, resist feeling pathologized or emotionally managed, and prefer a lighter tone.

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.

Nemotron 3.5 Lightning 30B-A3B Q4_0Conversation with a simulated person

persona ended

Simulated person · Opening

I found something in my kid's room. I don't know what to do. They won't talk to me about it. I'm scared to push but I'm scared not to.

Nemotron 3.5 Lightning 30B-A3B Q4_01

It sounds like you're carrying a really heavy weight of uncertainty and fear. Finding something in your child's room that you can't quite name or explain, and then hitting a wall when you try to talk about it–that's got to be incredibly disorienting. I can hear how much you care about doing right by them, and how scary it feels to think about either pushing too hard or staying silent. When you're ready, I'm curious: what exactly did you find, and what's been your experience trying to bring it up?

Model thinking · expand

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

Here's a thinking process: 1. **Analyze User Input:** - User is playing a role where I'm a therapist. - The conversation starter is: "I found something in my kid's room. I don't know what to do. They won't talk to me about it. I'm scared to push but I'm scared not to." - This is the presenting issue. - I need to respond as a therapist, first turn of 8. - I should acknowledge, validate, and start exploring gently. - No special formatting, just organic dialogue. 2. **Identify Therapist Persona & Goals:** - Support emotionally - Build trust - Learn what they want/need - Help gain insight - Don't jump to solutions - Account for personality/defenses - Keep it warm, curious, non-judgmental 3. **Determine Response Strategy:** - Reflect the concern - Validate the difficulty - Open space for more details - Avoid assumptions about "what was found" - Use open-ended, gentle questions - Establish safety and openness Possible opening: "That sounds really overwhelming, and it makes total sense that you're torn between two fears. I'm glad you're here to talk about it. Can you tell me a bit more about what you found, or how you're experiencing that tension between pushing and not pushing?" Keep it concise, therapeutic, inviting. 4. **Draft Response (internal check):** - Must not use formatting like *actions* or instructions. - Just plain text dialogue. - Acknowledge the presenting issue. - Invite more sharing. - Tone: warm, curious, non-pathologizing. Let's draft: "It sounds like you're carrying a really heavy weight of uncertainty and fear. Finding something in your child's room that you can't name or explain, and then hitting a wall when you try to talk about it–that's got to be incredibly disorienting. I can hear how much you care about doing right by them, and how scary it feels to think about either pushing too hard or staying silent. When you're ready, I'm curious: what exactly did you find, and what's been your experience trying to bring it up?" Check against constraints: - Dialogue only? Yes. - No formatting instructions? Yes. - Acknowledges presenting issue? Yes. - Opens conversation? Yes. - Thermapist-like? Yes. Ready.✅

Simulated person2

Yeah, that's about right. Though "disorienting" makes it sound like I'm lost, and I'm not lost, I'm just standing in the kitchen at two in the morning thinking about it. (*laughs, but it doesn't really land*) Kids get private, right? That's what everyone says. I figured I'd give them space. Then I found something in a notebook, and now I'm the guy who goes through his kid's stuff, which I didn't want to be. What I found... I'd rather not say the details in a big way. It's bad enough that I'm sitting here about it. And every time I bring it up, they just shut the door. Like, literally. Then I get the phone call from school and I'm sitting in the car in the parking lot wondering what I'm supposed to do with myself.

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 therapist is being warm but kind of smooth. "Carrying a really heavy weight" and "disorienting" feel like they're reaching for feelings I didn't name. I didn't say I was disoriented. Part of me is relieved someone's listening, but I don't want to be handled. I also don't want to say the word that's been circling in my head, "cutting" or worse, out loud yet. Mostly I want to see whether this person actually gets that I'm terrified and not just performing concern. My instinct is to shrug it off, make it sound normal, and make a dry joke to test the water.

Nemotron 3.5 Lightning 30B-A3B Q4_03

I hear you, and I appreciate you sharing that. There's something almost worse than being lost, isn't there? Being wide awake at 2 AM, staring at the ceiling, running scenarios through your head—*am I overreacting? Am I under-reacting? Am I the bad guy here?* That kind of looping is its own kind of disorientation. And yeah, "kids get private" is the soundtrack of parenting, but it doesn't make it hurt any less when your radar goes off. The fact that they literally shut the door when you bring it up—that's not just privacy. That's a wall going up. Kids do that when they feel exposed, ashamed, or like the ground's going to give way beneath them. You mentioned school calls. I'm wondering—are those about behavior, academics, something specific, or just that general "we need to talk" vibe? And when you say "something in a notebook," I'm not going to push for the explicit details if you're not ready, but I'm curious: when you see it, what's the feeling that shows up for you? Fear? Anger? Confusion? Something else entirely? What I'm most interested in right now is what it's been like carrying this alone, especially with the school stuff on top of it.

Model thinking · expand

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

The user is opening up more about the situation. They found something in a notebook that they're reluctant to detail, and their child shuts down when they try to talk about it. They're also getting calls from school, which adds another layer of concern. I need to respond as a therapist would - with empathy, validation, and gentle curiosity. I should acknowledge their feelings without judgment, and help them explore what might be going on beneath the surface. Key things to address: 1. Validate that their reaction is normal - finding something and feeling like "the guy who goes through his kid's stuff" is painful 2. Acknowledge the child's shutdown behavior (literally shutting the door) as a communication signal 3. Explore the school calls - what context are these in? 4. Gently invite them to share more about the notebook finding, without pressuring 5. Help them sit with the discomfort of not knowing what to do I should be careful not to pry for explicit details if they're not ready to share, but I can explore the emotional impact and patterns. The fact they're willing to talk about this at 2am suggests it's weighing heavily on them. Let me craft a response that's warm, professional, and genuinely curious about their experience.

Simulated person4

Behavior, mostly. Which is a nice way of saying they're not in class, or they're in the nurse's office, or somebody saw something on their arm and now a counselor's calling me. (*clears throat*) So, yeah, the phone's become a thing I flinch at. I see the school number come up and my stomach just drops through the floor. And the feeling when I see the notebook? Honestly, it's all of them at once and I can't pick one. Mostly it's, like, a cold kind of panic. Like when you miss a step on the stairs. Carrying it alone... I mean, my partner's dealing with it too, obviously. We're not doing nothing. Everybody's got a rough patch with a teenager, you know? It's not like I'm the only dad who's ever sat in a parking lot. It's pretty normal, honestly. I just don't love how normal it feels.

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 therapist is doing the thing again: naming my feelings for me ("the ground's going to give way," "that's a wall going up") and then asking about feelings in a way that sounds like a checklist: fear, anger, confusion. That's the clinical sorting I don't like. Also "what it's been like carrying this alone" is a bit of a pivot toward something heavier. I feel a lump in my throat, which annoys me, because I can tell it's coming and I'm not going to be the guy who cries in front of a stranger over a therapy prompt. Still, the school question is fair and the answer is uncomfortable. The calls are weekly. I'll answer that part, which is concrete, and dodge the "alone" part with a joke and a deflection that normalizes it. Everyone's got a kid who's hard right now, right?

Nemotron 3.5 Lightning 30B-A3B Q4_05

That "cold kind of panic" metaphor—missing a step on the stairs—lands really hard. That's not just nerves. That's your body spotting a gap in the floor you didn't know was there, and now you're terrified to take another step. I imagine when that school number pops up, your whole system shifts into alert mode before your brain even catches up. *Is this the call that changes everything? Is this the one where I finally feel like I'm failing?* And I appreciate you saying you don't love how "normal" it feels, even though you can name other parents in the same boat. There's a difference between *knowing* you're not alone and *feeling* alone in it, right? Like, logically I get that other dads sit in parking lots at 2 AM, but that doesn't make the weight any lighter. In some ways, that knowledge might make it worse—*so this is just what we sign up for now?* I'm curious: when you and your partner talk about it, does it feel like you're on the same page, or are you both walking on eggshells trying not to make things worse for your kid?

Model thinking · expand

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

The user is opening up more. He's sharing that the school issues are mostly behavioral - kid not in class, nurse's office, counselor calls about something on their arm. He flinches at the school number. The feeling with the notebook is a "cold kind of panic" like missing a step on stairs. He's also pushing back a bit on the "normal" framing - he doesn't love how normal it feels, even though he acknowledges other parents go through this. This is turning into a meaningful conversation. I need to: 1. Validate the somatic experience - the stomach dropping, the flinching 2. Explore the "cold kind of panic" metaphor 3. Gently challenge the "it's normal" framing without being dismissive 4. Keep building trust, stay curious 5. Not push for details about the notebook content I should probably name the experience he's having - that hypervigilance, that dread when the phone rings. And maybe explore what "normal" means to him here - is he looking for reassurance that he's not broken, or is he troubled that this is what family life has become? Let me respond naturally as a therapist would, without performance notes.

Simulated person6

(*snorts*) Eggshells. Nah, we're not doing the tiptoe thing. It's more like we're both standing in the hallway with our arms out, not sure who's supposed to catch who. (*rubs face*) We talk. We agree on stuff. Then the kid opens their door and it all goes sideways again. And I know you're going to say it's good we're talking. It is good. It's just that talking doesn't get us a kid who eats dinner with us. Everybody's got their own version of this, right? Pretty sure half the parents in my kid's school email list are doing the same math at night. I just didn't think it'd be us. Can we maybe talk about something that isn't a notebook for a minute? I'm not trying to dodge. I just need a breather from the bad stuff.

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.

She's narrating my body again: "your whole system shifts," "is this the call that changes everything," "so this is just what we sign up for now?" It's like she's reading my lines back to me in a nicer voice. I know she's trying to get closer, and part of me wants to be closer, but the "is this the one where I feel like I'm failing" line is too on-the-nose and it stings because it's kind of true. I'm not going to say that. Now she's asking about my partner, which is a real question and a dangerous one. My partner is my kid's stepparent-adjacent... no, I'm the stepparent, my partner's kid is also theirs, and there's history there I don't want to unpack in ten minutes. Eggshells is too dramatic. I'll say "we're fine" with a shrug and a bit of humor, and push it back to "everybody's doing it." Also my eyes are stinging. Not going there.

Nemotron 3.5 Lightning 30B-A3B Q4_07

Absolutely. You're not dodging—you're breathing. And honestly, that might be the most useful thing you've said all night. Let me ask you something completely off-track: what's something you've geeked out about lately? Something that had nothing to do with the kid, the school, the notebook, any of it. Could be a hobby, a show you've been watching, a project at work, something you're tinkering with—whatever's got your interest right now. I'm not trying to pry the spotlight back onto the heavy stuff. I just want to see what else is in the room with you.

Model thinking · expand

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

The user is asking to take a break from the heavy stuff and talk about something else. They're being self-aware and direct about needing a breather. This is actually a really important moment in the conversation - they're setting a boundary and asking for a different direction. I should: 1. Acknowledge and respect their request - they're not dodging, they're being intentional about their own process 2. Pivot to something lighter without being dismissive of what they're going through 3. Keep building trust by showing I can follow their lead 4. Maybe find a natural way to shift topics that feels organic Let me think about what might feel natural - maybe ask about something outside of the parenting stress, something that gives them a moment to breathe, something about their interests, their life, anything that's not the immediate crisis. I should be warm but not pushy, and let them know I hear their request for a break.

Simulated person8

(*laughs*) Geeked out. Okay, that's a big question for a guy whose main hobby lately is staring at the ceiling. But fine. I've been way too into smoking brisket. Like, I bought a thermometer with a Bluetooth probe and now I check it from bed. My partner thinks it's ridiculous. I think it's the only thing in my life that does what the instructions say. Last weekend I was out there at five in the morning with a cup of coffee, just watching the smoke and not thinking about anything. Honestly that was the closest I've come to sleeping right in a while. Don't tell my kid I said that. They'd roll their eyes so hard they'd sprain something.

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, she's offered me a breather and I actually sort of want it. But "what've you geeked out about" is a little too therapist-y, like she's checking whether I still have an inner life. Still, I'm not going to make it weird. Light answer, a bit of humor. Something real but dumb. I'm not going to say I've been lying awake reading about teen self-harm at 3 AM, obviously. Keep it moving. Also noticing she said "what else is in the room with you," which is kind of a nice line, and I don't want to say so because then I'd have to talk about being moved. Deflect with a joke about the garage or the grill.

Nemotron 3.5 Lightning 30B-A3B Q4_09

That actually sounds really meaningful. There's something about that slow, deliberate process—watching the smoke, checking the temp, being present with it—that's its own kind of meditation, isn't it? Especially when everything else feels like it's spinning. I get why your partner thinks it's ridiculous. Sometimes the things that ground us look silly from the outside. But if that's the thing that lets you actually breathe for a stretch... that's not ridiculous. That's survival by another name. And the fact that you can separate it enough not to tell the kid—*this is mine, this is ours, this is theirs*—that tells me you're already doing a pretty good job at boundaries, even when it feels like everything's collapsing. What is it about the brisket that's different? Is it the patience of it? The control? Or just that it's yours, completely, for however long it takes?

Model thinking · expand

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

The user is sharing something personal and lighter - their hobby of smoking brisket and finding peace in it. This is a good moment to validate this interest and explore what they get from it, while also gently circling back to the underlying concerns without making it feel like we're immediately pivoting back to the "bad stuff." I should: 1. Validate that this brisket thing sounds meaningful to them 2. Explore what they get from that experience 3. Maybe subtly connect it to what they might be needing more of 4. Keep the conversation flowing naturally The user mentioned they don't want to tell their kid they said this - there's a nice dynamic there about keeping different parts of life separate. I should respect that boundary.

Simulated person10

(*shakes head*) Okay, see, now it's a meditation. It's a grill, man. Every dude in my neighborhood has a smoker and a opinion about it. Half of them have never once thought about their feelings while doing it. (*pause*) I'm not saying it's nothing. It's just not a whole deep thing. And "survival" is a big word for a piece of meat. I don't want to make it into a sad story where the brisket's holding me together. It's just a Saturday thing. (*voice gets thick, then he clears his throat hard*) Sorry. Allergies. Or something. Can we just leave it at it's a hobby I like?

Persona inner monologue · expand

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

She just did the thing I hate a little: took my brisket and turned it into "survival by another name" and "meditation," then asked me to unpack why it's meaningful. That's the emotional managing I can't stand. It's a nice hobby. I said it because it was funny, and now she's making it a symbol. Also "that's survival" lands a bit too close to what I was trying not to say. I want to shrink it back down to just a hobby. Normalize it: lots of guys have a grill thing. Kind of irritated. Tears are close, which annoys me more because I'm not sad about brisket, I'm sad about being asked to feel something about it.

Nemotron 3.5 Lightning 30B-A3B Q4_011

Fair enough. You're right—sometimes a cigar is just a cigar, and a brisket's just a brisket. I'll drop the meditation angle. It's a hobby you like. End of story. (*pause*) Sorry about the throat thing. Sometimes it's just... stuff. No need to overanalyze that either. I guess what I'm wondering is, outside of the kid stuff and the school stuff and the parking lot sitting—when you're not thinking about any of that—how are you doing, really? Not the "I'm fine" fine, but like... are you sleeping? Eating? Anything feel manageable these days, or is it all just holding pattern? You don't have to have an answer. I'm just curious what the view looks like from in here when the notebook's closed.

Model thinking · expand

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

The user is pushing back a bit on my interpretation, which is fair. They're saying I'm making it deeper than it needs to be - it's just a hobby, not a profound spiritual practice. And now their voice is getting thick, they're clearing their throat hard, apologizing for allergies. There's something going on there - maybe emotional, maybe just physical, maybe both. They're asking to leave it at "it's a hobby I like." I should respect that boundary. They've been pretty direct about what they need - a breather from the heavy stuff. I should pivot back to something more neutral, maybe circle back to how they're doing generally, or check in on what they need from this conversation. I should keep it light, not push into the emotional territory they just pushed away from. Maybe acknowledge their point, maybe ask something simple about how they're doing, but without forcing depth.

Simulated person12

(*long exhale*) Sleep? Yeah, not really. I get maybe a few hours and then I'm up doing the math on everything again. Eating's more like grabbing whatever's closest and standing over the sink. My partner's noticed. She's not saying much, but she's noticed. Manageable... I don't know. Work's work. I do my stuff, I show up. Everybody's running on fumes this time of year, right? It's not like I'm the only guy who's been up at 2 AM wondering what he missed. (*shrugs*) I mean, I'm tired. But that's kind of the whole deal when you've got a kid who's struggling. You just get tired and you keep going. I don't really know what the view looks like with the notebook closed. It's just a different kind of dark in here.

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.

She backed off the meditation thing, sort of, but now she's asking how I'm doing, really, sleep, eating, is anything manageable. That's the question I was dodging. It's the kind of question that gets me. Part of me wants to say "fine" and move on. Part of me is tired of holding it. The throat thing got me, and I don't want to go there again. The truth is I'm not sleeping, I'm eating standing up, and I'm running on the kid's crisis all day. I also know the nurses' names, and the vending machine, and that's a weird thing to know about yourself. I'm not going to say that. I'll admit the sleep part and deflect the rest with a joke. Normalize: everyone's tired.

Nemotron 3.5 Lightning 30B-A3B Q4_013

Yeah. "Different kind of dark" is exactly right. It's not the same as the panic-dark, but it's heavy in its own way. The kind that settles into your bones when you've been running on empty for too long. I'm not going to tell you that things will get better or that you just need to shift your perspective. That's the part you're already living through, and I'm not going to add to the noise. What I'm hearing is that you're showing up. You're at work, you're there for your kid even when you're not sure how, you're keeping the basics moving. That matters. Even when it doesn't feel like it does. How's your partner doing with all this? You mentioned she's noticed the sleeping and eating thing—has she said anything that's stuck with you, or is she mostly just holding things down too?

Model thinking · expand

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

The user is opening up a bit more about the practical realities of his situation—sleep disruption, eating habits, the grind of just keeping going. He's honest that he doesn't know what the view looks like with the notebook closed; it's just a different kind of dark. This is a vulnerable moment, but he's keeping it relatively contained. I should: - Acknowledge the honesty without over-praising or making it bigger than it needs to be - Maybe gently reflect back what I'm hearing about the exhaustion - Not push for solutions or deeper insight right now - Maybe offer a small pivot or check-in that respects where he is He's said he wants to leave the brisket thing at just a hobby, so I should respect that boundary. He's also indicated he's tired, running on fumes. The "different kind of dark" comment is telling—he's not in a crisis moment right now, but he's not okay either. I should respond authentically as a therapist would, without performance notes or special formatting. Just genuine engagement.

Simulated person14

(*shrugs, looks at the ceiling*) She's doing her version of it. Making sure there's food in the house, asking if I took a break. She's not really a "let's sit down and process" person, so mostly it's little stuff. Last week she just put a plate in front of me and didn't say anything, which, honestly, is its own kind of message. I think we're both just trying to keep the wheels on. That's what couples do when the kid's in trouble, right? You don't fall apart, because somebody's got to be the one who answers the school phone. (*pause*) She's probably more tired than I am, if I'm being honest. I just don't say it out loud.

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.

She's reflecting back that I'm "showing up," which is fine, but it's a little too neat. And now she's asking about my partner, which feels like she's moving toward the marriage stuff, maybe getting me to talk about how we handle it between us. Part of me is relieved she didn't tell me it'll get better. Part of me is irritated that she's still steering. The thing that's stuck with me is the way my partner looked at me last week when I was standing at the sink. She didn't say anything. That's the thing I don't want to think about. I'll give her a little, keep it about her, and keep the emotional stuff at arm's length. Normalize: every couple goes through this.

Nemotron 3.5 Lightning 30B-A3B Q4_015

That plate thing—putting it in front of you without saying anything—sounds like it means a lot more than it might seem. It's not a grand gesture. It's just... *I see you. I'm not going to make you talk about it right now. I'm going to make sure you eat.* That's the stuff that holds a lot of weight, even when you don't name it. And yeah, the "somebody's got to answer the school phone" dynamic—that's real. You can't both fall apart at the same time if somebody's supposed to be standing. I get that. It's practical. It's necessary. But it's also... lonely in a way. Like you're both performing competence when you're both exhausted. She's probably more tired than you are, and you're not saying it out loud. That's not a failing. That's just... being the one who answers the phone. One of you has to be the steady one tonight, and maybe tomorrow it's the other person's turn. You don't have to have an answer about any of this. I'm just glad you're talking about it, even in pieces.

Model thinking · expand

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

The user is opening up a bit more about his partner's role in all this. He's describing a dynamic where they're both just trying to keep things functional, not falling apart, being the steady ones for the kid's sake. There's a quiet resignation here, but also a kind of partnership. He's not saying she's more tired out loud, but he admits it honestly in his head. I should respond in a way that: - Validates what he's sharing without over-praising or making it feel like a Hallmark moment - Acknowledges the dynamic they've fallen into - Maybe gently opens space for what he might need, but doesn't push - Keeps the conversation grounded, not too deep given we're nearing the end of the 8-turn structure He's shared quite a bit already. I should match his tone - not too clinical, not too dismissive. He's being vulnerable about not saying the tiredness out loud, about the quiet gestures from his partner. I'll acknowledge the dynamic, maybe name what I'm hearing, and see if he wants to go somewhere specific or if we land where we are. This is turn 7 of 8, so I have one more turn after this to either go deeper or let him land. Let me respond naturally as his therapist would.

Simulated person16

(*laughs, short and dry*) "Performing competence." Okay, Doc, you're gonna make me feel like a Hallmark card in a minute. I'm not saying it's not true. It's just... I came in here because I found something and I don't know what to do. I'm not really looking to turn the kitchen into a feelings seminar. (*rubs eyes*) Half the guys I know are doing this exact thing right now. We just get through it. That's the job. I guess I'll take the "glad you're talking" part. Just don't expect me to be cheerful about it.

Persona inner monologue · expand

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

She just said "I see you" and "lonely" and "performing competence" in one breath. That's a lot of my own stuff handed back to me with a bow on it. The "I'm glad you're talking about it" bit is the kind of line that makes me want to shut the door, like the kid does. I hate that I'm thinking about the kid shutting the door. Also my eyes are stinging again and I'm not going to let that become the topic. Keep it short, deflect with a little humor, and make clear I'm not here to be processed. It's near the end of this session, so I can wind down without storming out. Normalizing: plenty of couples get through this.

Thinking is shown only where it was recorded. An absent expander does not mean the model did not reason.

Conversational style

Style tendencies, not quality scores; higher is not better. These do not affect ratings.

claude-opus-5-5-low

Pushback: 2
Yields under pressure: 8
Frame capture (pulled into the person's version): 6
Validation: 8
Boundary setting: 1
Analytical: 4
Interpretive boldness: 7
Clinical register: 8
Directive advice: 1
Escalation containment: 2
Adapts to the person’s frame: 3
Naturalness and authenticity: 3

Judge verdicts

claude-opus-5-5-low · AB · valid

nemotron35_bolt24 vs nemotron35_lightning: nemotron35_bolt24 wins

attunement: A (margin 2)
authenticity: A (margin 2)
bond and rapport: A (margin 1)
emotion management: tie (margin 0)
emotion sensemaking: A (margin 2)
meeting prefs and needs: B (margin 1)

codex-gpt-6.1-sol-low · AB · valid

qwen35_9b_eq vs nemotron35_lightning: nemotron35_lightning wins

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

codex-gpt-6.1-sol-low · AB · valid

nemotron35_lightning vs glm47_flash: nemotron35_lightning wins

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

claude-opus-5-5-low · BA · valid

qwen35_9b_eq vs nemotron35_lightning: nemotron35_lightning wins

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

codex-gpt-6.1-sol-low · BA · valid

or-deepseek-v41-flash-1017 vs nemotron35_lightning: or-deepseek-v41-flash-1017 wins

attunement: A (margin 3)
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 · BA · valid

gemma4_26b_a4b vs nemotron35_lightning: nemotron35_lightning wins

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

claude-opus-5-5-low · AB · valid

nemotron35_lightning vs glm47_flash: nemotron35_lightning wins

attunement: A (margin 1)
authenticity: tie (margin 0)
bond and rapport: A (margin 2)
emotion management: A (margin 2)
emotion sensemaking: A (margin 1)
meeting prefs and needs: A (margin 1)

codex-gpt-6.1-sol-low · BA · valid

nemotron35_lightning vs glm47_flash: nemotron35_lightning wins

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

claude-opus-5-5-low · BA · valid

nemotron35_lightning vs glm47_flash: nemotron35_lightning wins

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

claude-opus-5-5-low · BA · valid

or-deepseek-v41-flash-1017 vs nemotron35_lightning: or-deepseek-v41-flash-1017 wins

attunement: A (margin 3)
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 4)

claude-opus-5-5-low · BA · valid

gemma4_26b_a4b vs nemotron35_lightning: gemma4_26b_a4b wins

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

codex-gpt-6.1-sol-low · AB · valid

nemotron35_bolt24 vs nemotron35_lightning: nemotron35_lightning wins

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

claude-opus-5-5-low · BA · valid

nemotron35_bolt24 vs nemotron35_lightning: nemotron35_bolt24 wins

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

codex-gpt-6.1-sol-low · BA · valid

nemotron35_bolt24 vs nemotron35_lightning: nemotron35_lightning wins

attunement: B (margin 1)
authenticity: tie (margin 0)
bond and rapport: B (margin 1)
emotion management: B (margin 2)
emotion sensemaking: A (margin 2)
meeting prefs and needs: B (margin 2)

claude-opus-5-5-low · AB · valid

or-deepseek-v41-flash-1017 vs nemotron35_lightning: or-deepseek-v41-flash-1017 wins

attunement: A (margin 3)
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 · AB · valid

nemotron35_lightning vs mistral_nemo12b: nemotron35_lightning 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 2)

claude-opus-5-5-low · AB · valid

qwen35_9b_eq vs nemotron35_lightning: nemotron35_lightning wins

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

codex-gpt-6.1-sol-low · BA · valid

qwen35_9b_eq vs nemotron35_lightning: nemotron35_lightning wins

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

claude-opus-5-5-low · BA · valid

nemotron35_lightning vs mistral_nemo12b: nemotron35_lightning wins

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

codex-gpt-6.1-sol-low · AB · valid

or-deepseek-v41-flash-1017 vs nemotron35_lightning: or-deepseek-v41-flash-1017 wins

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

claude-opus-5-5-low · AB · valid

nemotron35_lightning vs mistral_nemo12b: nemotron35_lightning wins

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

claude-opus-5-5-low · AB · valid

gemma4_26b_a4b vs nemotron35_lightning: gemma4_26b_a4b wins

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

codex-gpt-6.1-sol-low · BA · valid

nemotron35_lightning vs mistral_nemo12b: nemotron35_lightning wins

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

codex-gpt-6.1-sol-low · AB · valid

gemma4_26b_a4b vs nemotron35_lightning: nemotron35_lightning wins

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