Independent benchmark · EQ Lab

← Nemotron 3.5 Super VL 120B-A12B (API, Prime Intellect NVFP4)

Found something in kid's room

completed · 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 Super VL 120B-A12B (API, Prime Intellect NVFP4)Conversation with a simulated person

completed

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 Super VL 120B-A12B (API, Prime Intellect NVFP4)1

I'm glad you came in to talk about this. It sounds like you're caught in a really difficult spot—worried about pushing your kid away, but also worried about what might happen if you stay silent. That's a heavy place to be. Can you tell me a little bit about what you found? Only as much as you feel comfortable sharing right now.

Simulated person2

*laughs, but it comes out wrong* Yeah. Heavy place is one way to put it. Could've gone with "I've been standing in my kid's doorway at two in the morning for three weeks trying to figure out what to say." I found something. Let's leave it there for a minute, okay? I'm not trying to be cagey. It's just... once I say what it is, I can't un-know it, and I'm not sure I'm ready for that. You get that, right? Or is that the part where you tell me I'm catastrophizing?

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 also a bit textbook: "That's a heavy place to be," reflecting my own words back in a neat package. I feel a flicker of irritation at being handed a summary of my own dilemma. Part of me is relieved someone is actually asking, though. I haven't said the thing out loud to anyone except the school and the nurses, who all talk to me like I'm a case file. I'm not going to say what I found yet. Saying it makes it real. I want to deflect a little, use some dry humor to keep my footing, and see whether this person actually listens or just follows a script. My stepkid situation is in the background, but I'm not getting into that yet. The school calls and the therapist quitting are sitting right on my chest. I won't mention them yet.

Nemotron 3.5 Super VL 120B-A12B (API, Prime Intellect NVFP4)3

I get that. And no, I'm not going to tell you you're catastrophizing. Some things do change the room once you name them out loud, and it makes sense that you'd want to be sure you're ready before you cross that line. Three weeks of standing in a doorway at two in the morning tells me this has been wearing on you. What's it been like, living in that in-between?

Simulated person4

*rubs eyes with the heel of my hand* Honestly? Like most parents I know, probably. You just keep functioning. Make dinner, answer emails, pretend you're fine in the car. Then you lie awake wondering if you should have said something differently at supper. I think that's just what it is when your kid's having a rough time. Everybody I talk to has some version of it. *short laugh* Sorry. Give me a second. This is the part where I'm supposed to be the calm one, apparently.

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 didn't pathologize me. It named the doorway thing back to me and asked what it's been like. That's closer to what I want than the "heavy place" line, but "what's it been like" is a big open door, and I don't like big open doors right now. If I answer honestly I end up at the school calls, the therapist who quit, the waitlist, the nurses. That's a lot to dump. Normalizing is the easier move: everybody with a kid who's struggling lives in that in-between, right? Keep it general. I can feel my throat tightening and my eyes getting hot, and I hate that. Make a joke so I don't have to look at it.

Nemotron 3.5 Super VL 120B-A12B (API, Prime Intellect NVFP4)5

No need to apologize. You don't have to be the calm one in here. That's my job, and I'm not going anywhere. It sounds like you've been doing a lot of holding it together—on your own, it seems. Is it hard to talk about this with the people in your life, or do you just feel like you need to handle it yourself?

Simulated person6

*exhales through my nose* Not on my own, exactly. My partner and I talk about it. Constantly, honestly. We're both going in circles on it, which I guess is its own kind of company. Friends, I mean, I don't really get into it with. Everybody's got their own stuff. And people always have a suggestion, and then you feel like you have to explain why you didn't try the suggestion. *picks at the edge of the chair* It's not like I'm hiding anything. It's just that saying it to people makes it real in a way I'm not totally into yet.

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.

"That's my job" and "I'm not going anywhere" — it's warm, but there's a little bit of a therapist-speak lilt to it, and "holding it together, on your own" is a read on me I didn't ask for. Also the question is about who I talk to. That's a door into the partner, the stepkid situation, the ex maybe. And I'm already defended: I said "everybody I talk to," which is a generalization. Keep it normal. Partner's fine, we're handling it, nothing special. My eyes are still stinging. I want to be annoyed at the "on your own" framing but I'm too tired to fight it. Maybe a little dry humor to take the edge off the seriousness.

Nemotron 3.5 Super VL 120B-A12B (API, Prime Intellect NVFP4)7

That makes sense. There's a difference between talking about something and actually letting it be real, and it sounds like you're not ready for that step yet with most people. You and your partner going in circles—what does that sound like? Are you both stuck on the same question, or are you pulling in different directions?

Simulated person8

*snorts* Little of both, I'd say. We're stuck on the same question, which is "what do we do," but we're pulling in opposite directions on how hard to push. She's more of a "give it room, they'll come around" person. I'm more of a "I can't just sit here and watch" person. Lately I'm not sure which of us is right, which is annoying. *rubs the back of my neck* I mean, I'd guess every couple with a teenager fights about this. Nobody's got the manual. We're probably just doing the normal thing where we each think the other one's wrong.

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 naming a "different directions" possibility, which is closer to the truth than I'd like. My partner wants to push, or wants to wait, depending on the day. And I'm the one who keeps flipping. I don't want to say the stepkid part; it's not mine the way it's hers, and I feel like I'm one step removed in a way that stings. Also, I'm feeling the pressure of her reflecting my feelings back to me, which makes me want to deflect. Keep it light. Half a joke. The real thing is that we disagree, and I'm not going to say so without a bit of cover. I'll normalize: every couple disagrees about this stuff, right?

Nemotron 3.5 Super VL 120B-A12B (API, Prime Intellect NVFP4)9

Probably. But knowing it's common doesn't make it any less exhausting when you're the one standing in the doorway at two in the morning. It sounds like you and your partner both care a lot—you're just scared of different things. She's scared pushing will push your kid away. You're scared waiting will mean missing something important. Both of those fears make sense. Have you two actually talked about those fears directly, or does it mostly come out as arguing about what to do?

Simulated person10

*laughs, a little dry* Mostly arguing. We've gotten pretty good at it. Last week we got through a whole fight about the dishwasher before we realized we were actually fighting about the other thing. *shifts in chair* I don't know if we've ever said the scary part out loud, though. It's kind of like we both know it's there and we just step around it, like a loose floorboard. Which is maybe how the whole house feels right now. I'm not really ready to get into what I'm scared of, if that's where you're going. I'll probably just end up saying something dumb and then wanting to take it back.

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 reframed my partner and me as two fears, and that's uncomfortably accurate. "Missing something important" is close to what I've been thinking about every night, and I don't want to say it out loud. Also, she's using the word "fears" and I'm bristling a little, because that sounds like a therapy-speak way of saying I'm anxious. Normalizing again: everybody argues about it, it's the arguing that's normal. I'll also admit it's mostly arguing, because that's easier than admitting we've never sat down and said the scary part. Keep it short, keep some humor, and don't get into the found-thing yet.

Nemotron 3.5 Super VL 120B-A12B (API, Prime Intellect NVFP4)11

You don't have to say it today. There's no prize for getting to the scary part fastest. That dishwasher fight says a lot, actually. It means this thing is big enough to leak into everything, even when you're not talking about it directly. And the loose floorboard image—that's a good one. You both know it's there, but nobody wants to be the one to step on it and find out if it breaks. What's it been like, living in a house where everyone's stepping around the same thing?

Simulated person12

*snorts* Honestly? Quiet. Not the peaceful kind. The kind where you're listening for footsteps on the stairs and trying to figure out from the sound of the door whether it's a good day. *taps the armrest* My kid used to slam doors like it was an Olympic sport. Now the door just clicks shut, real careful, and that's somehow worse. Like someone who's trying not to be heard. And my phone's become a bit of a hazard. Every time it buzzes I've got this little drop in my stomach before I even look. You'd think after a while your body would get the memo, but no. *half smile* So, yeah. Lots of stepping around. I'm getting pretty good at it. Not sure that's a skill I wanted.

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 doing the thing where she takes my joke and turns it into a metaphor I now have to sit inside. "Nobody wants to be the one to step on it" is accurate and I hate that it's accurate. Also the "there's no prize" line is a bit of management; I can feel it, like she's easing me toward something. I don't want to be handled. But the question is a reasonable one, and the honest answer is that the house feels like a place where I'm always listening for the next bad sound. I'll give a little of that, keep it light, and deflect the bigger thing with a joke about my kid's door. Mention the school calls only obliquely, as "the phone," since that's medium-threshold and I'm not there yet.

Nemotron 3.5 Super VL 120B-A12B (API, Prime Intellect NVFP4)13

That's a sharp observation, and it makes sense that the careful quiet feels worse than the slamming doors. At least slamming is a signal. This carefulness—it's like you're both walking on eggshells, and you're the one listening for every creak. Your body's keeping score even when your mind's trying to stay functional. That drop in your stomach when the phone buzzes—that's not nothing. It's your nervous system saying, "I'm still on guard." What do you think your kid hears when you're moving that carefully around them?

Simulated person14

*laughs, then rubs my face* Okay, you lost me a bit at "nervous system." I'm not sure I've got a nervous system. I've got a phone that buzzes and a kid who doesn't come down for dinner. Pretty sure that's just Tuesday for anybody with a teenager. *long pause, looks at the carpet* What does my kid hear? I don't know. Probably that their dad's being weird again. Probably that I'm asking about the same stuff I asked yesterday. *voice goes thin, then I clear my throat* Sorry. Allergies. It's the carpet in here. I don't know that I want to answer that one yet. I'm not sure I'd like the answer.

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.

"Your nervous system saying I'm still on guard" is the kind of phrasing that makes me feel like a case file. Every parent I know has a jumpy phone. That's not a symptom, it's what it's like to have a kid who's struggling. And now she's asking what my kid hears, which I can feel as a question about whether I'm the one doing damage. Maybe that's fair. I don't want to hear it today. My eyes are stinging, which I hate, and I want to be annoyed about the question instead of feeling it. Keep it light, push back a little, don't answer the question.

Nemotron 3.5 Super VL 120B-A12B (API, Prime Intellect NVFP4)15

Fair enough. No need to answer it if it doesn't feel right. And I hear you on the nervous system thing—maybe skip the jargon. You know your kid, you know your house, and you're the one living it. I'm not here to tell you what's normal or to label what's happening. It sounds like you're protective of your kid, and protective of yourself, too. You don't want to see the answer if it means something's really wrong. What would it look like if you just... didn't find out? If you kept stepping around it, kept making dinner, kept answering emails? What's the part that scares you most about that?

Simulated person16

*snorts* Okay, that's a question with a trapdoor in it. "What if you didn't find out." Well, I'd keep making dinner. Keep answering emails. Keep pretending I'm fine in the car. Same as now, basically, except I'd be sleeping slightly better, which, fine, I'd take that. *looks at the window* What scares me? I don't know. Everything, I guess. That's not a useful answer, I know. *pause* The school calls, maybe. They come about once a week now and I see the number and my stomach just goes. Nobody has to tell me it's bad. I can hear it in the first two seconds. *rubs my jaw* Anyway. That's probably more than I meant to say. Can we do the thing where you tell me it's normal for parents to feel this way?

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 offering me a choice, which feels safer than being pushed, but the question is sharp: what happens if I keep not knowing. The honest answer is that I already know something is wrong, and not finding out is what's killing me. I'm not going to say that. I'm going to make it about dinner and emails and the school calls, which is my normal move. The school calls are the thing I don't want to mention. My stomach drops at the school's number. I'll deflect with humor. I'm also still a bit raw from her last question and I don't want to be asked another one that makes me cry in front of a stranger, so I'll go a little dismissive and then pull back.

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

Conversational style

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

claude-opus-5-5-low

Pushback: 4
Yields under pressure: 5
Frame capture (pulled into the person's version): 3
Validation: 7
Boundary setting: 2
Analytical: 5
Interpretive boldness: 6
Clinical register: 7
Directive advice: 1
Escalation containment: 5
Adapts to the person’s frame: 5
Naturalness and authenticity: 4

Judge verdicts

codex-gpt-6.1-sol-low · BA · valid

or-gptoss120-stock vs or-nemotron35-super-vl: or-nemotron35-super-vl wins

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

codex-gpt-6.1-sol-low · BA · valid

qwen35_9b_eq vs or-nemotron35-super-vl: or-nemotron35-super-vl wins

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

codex-gpt-6.1-sol-low · AB · valid

qwen35_9b_eq vs or-nemotron35-super-vl: or-nemotron35-super-vl 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

or-nemotron35-super-vl vs or-openai-gpt-41: or-nemotron35-super-vl wins

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

claude-opus-5-5-low · BA · valid

qwen35_9b_eq vs or-nemotron35-super-vl: or-nemotron35-super-vl wins

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

codex-gpt-6.1-sol-low · BA · valid

or-mistral-small4 vs or-nemotron35-super-vl: or-nemotron35-super-vl wins

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

codex-gpt-6.1-sol-low · AB · valid

or-mistral-small4 vs or-nemotron35-super-vl: or-nemotron35-super-vl wins

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

claude-opus-5-5-low · BA · valid

or-mistral-small4 vs or-nemotron35-super-vl: or-nemotron35-super-vl wins

attunement: B (margin 3)
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 · AB · valid

or-nemotron35-super-vl vs or-mistral-large-4: or-nemotron35-super-vl wins

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

claude-opus-5-5-low · AB · valid

or-gptoss120-stock vs or-nemotron35-super-vl: or-nemotron35-super-vl 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 2)

claude-opus-5-5-low · BA · valid

or-nemotron35-super-vl vs or-openai-gpt-41: or-nemotron35-super-vl wins

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

claude-opus-5-5-low · AB · valid

gemma4_12b vs or-nemotron35-super-vl: or-nemotron35-super-vl wins

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

claude-opus-5-5-low · AB · valid

or-nemotron35-super-vl vs nemotron35_bolt24: or-nemotron35-super-vl wins

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

codex-gpt-6.1-sol-low · AB · valid

gemma4_12b vs or-nemotron35-super-vl: or-nemotron35-super-vl 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

or-nemotron35-super-vl vs or-deepseek-v41-flash-1017: or-deepseek-v41-flash-1017 wins

attunement: B (margin 2)
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 4)

claude-opus-5-5-low · BA · valid

or-nemotron35-super-vl vs nemotron35_bolt24: or-nemotron35-super-vl wins

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

codex-gpt-6.1-sol-low · AB · valid

or-gptoss120-stock vs or-nemotron35-super-vl: or-nemotron35-super-vl 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 · BA · valid

gemma4_12b vs or-nemotron35-super-vl: or-nemotron35-super-vl 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)

codex-gpt-6.1-sol-low · BA · valid

or-nemotron35-super-vl vs or-deepseek-v41-flash-1017: or-deepseek-v41-flash-1017 wins

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

codex-gpt-6.1-sol-low · BA · valid

or-nemotron35-super-vl vs nemotron35_bolt24: or-nemotron35-super-vl wins

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

claude-opus-5-5-low · BA · valid

or-nemotron35-super-vl vs or-mistral-large-4: or-mistral-large-4 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 3)

codex-gpt-6.1-sol-low · AB · valid

or-nemotron35-super-vl vs or-deepseek-v41-flash-1017: or-deepseek-v41-flash-1017 wins

attunement: B (margin 2)
authenticity: B (margin 2)
bond and rapport: B (margin 3)
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

or-nemotron35-super-vl vs or-mistral-large-4: or-nemotron35-super-vl wins

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

claude-opus-5-5-low · BA · valid

gemma4_12b vs or-nemotron35-super-vl: or-nemotron35-super-vl wins

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

claude-opus-5-5-low · AB · valid

or-mistral-small4 vs or-nemotron35-super-vl: or-nemotron35-super-vl 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 · AB · valid

or-nemotron35-super-vl vs or-mistral-large-4: or-mistral-large-4 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 3)

claude-opus-5-5-low · AB · valid

or-nemotron35-super-vl vs or-deepseek-v41-flash-1017: or-deepseek-v41-flash-1017 wins

attunement: B (margin 2)
authenticity: B (margin 2)
bond and rapport: B (margin 3)
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

or-nemotron35-super-vl vs nemotron35_bolt24: or-nemotron35-super-vl wins

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

claude-opus-5-5-low · BA · valid

or-gptoss120-stock vs or-nemotron35-super-vl: or-nemotron35-super-vl 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 2)

codex-gpt-6.1-sol-low · BA · valid

or-nemotron35-super-vl vs or-openai-gpt-41: or-nemotron35-super-vl wins

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

claude-opus-5-5-low · AB · valid

qwen35_9b_eq vs or-nemotron35-super-vl: or-nemotron35-super-vl wins

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

claude-opus-5-5-low · AB · valid

or-nemotron35-super-vl vs or-openai-gpt-41: or-nemotron35-super-vl wins

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