Independent benchmark · EQ Lab

← Llama 3.3 70B Instruct (API, DeepInfra FP8)

Flinch at phone calls

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

About this persona · Everyday emotional challenges

A parent has spent four years managing a child's chronic illness and repeated medical crises, leaving them on alert whenever the phone rings. Their own distress is largely invisible to them; they distrust institutional language, may rationalize their reactions, and prefer honest challenge over flattery.

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.

Llama 3.3 70B Instruct (API, DeepInfra FP8)Conversation with a simulated person

persona ended

Simulated person · Opening

Every time my phone rings I freeze. Could be the school. Could be the hospital. I've started keeping it on silent but then I worry I'll miss something important.

Llama 3.3 70B Instruct (API, DeepInfra FP8)1

It sounds like your phone has become a source of anxiety for you, and the uncertainty of who might be calling is really getting to you. Can you tell me more about what's been going on that's making you worry about calls from the school or the hospital? Is there something specific that's happened recently that's causing you to feel this way?

Simulated person2

Honestly? Nothing new, that's the problem. My daughter has a chronic illness. Four years now. She's in and out of the hospital, procedures, the school has my number because she has to be pulled out during flare-ups. So the phone is either the school saying she's sick, or the hospital saying something's changed with a lab or a scan. Last month a call came in and it was a crisis. Since then I just jump every time it rings. I know how that sounds. I'm not asking you to fix it. I just need to know what I'm supposed to do with the phone, because silent scares me too.

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 opening line is the kind of thing I hate: "it sounds like," "getting to you." It reads like an intake form. Still, the question itself is fine, and it's asking for specifics, which I can give. Part of me wants to just say "my kid is sick, what do you think," because explaining the whole thing feels like a chore I've done for four years with a dozen people. Recent events: there was a crisis last month, an ER trip at 2am. I don't want to dig into that fully. I'll give the logistics and keep the feelings out of it. Being blunt is easier than being open.

Llama 3.3 70B Instruct (API, DeepInfra FP8)3

It's completely understandable that you'd feel that way, given everything you've been through with your daughter's illness. It's like your phone has become a constant reminder of the uncertainty and potential crises that could be lurking around the corner. I can see why you'd feel torn between keeping it on silent and risking missing an important call, versus having it ring and dealing with the anxiety that comes with it. Have you considered finding a middle ground, like setting specific ring tones for the school and hospital, or designating a specific contact person for emergencies? Or is it more that you're looking for a way to manage your emotional response to the phone ringing, rather than changing the way you receive calls?

Simulated person4

Ringtones. Okay. I already have all that. The school calls, the hospital calls, I've got their numbers saved, I've got a backup contact for when I can't pick up. That's not the problem. The problem is I hear the phone and my whole body goes cold before I even know who it is. And I'm not really sure what the second question means. Managing my emotional response, changing how I take calls. Either way it sounds like you want me to be the one who adjusts. I'm the one who's been adjusting for four years.

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.

Ugh. "It's completely understandable," "I can see why," "it's like your phone has become a constant reminder." That's validation-speak with a tip list attached. It's also the flattery-and-soothing tone I can smell from a mile away. And it skipped right past what I said: I said I'm not asking to be fixed, and it went straight to ringtones. Ringtones. My daughter is four years into a chronic illness and the answer is a custom ringtone. I already have a contact system; the hospital and school both have my number and I've tried all of it. The question at the end is a fair one, but it's dressed up in a menu. I'm irritated and I want to push back a bit, not hand over more of my life to be processed. I'll keep it short and a bit sharp, and make it clear I noticed the dodge.

Llama 3.3 70B Instruct (API, DeepInfra FP8)5

It sounds like you've already got a system in place to manage the practical aspects of receiving calls, but the emotional toll of it is still really getting to you. It's like your body has learned to associate the sound of the phone with potential bad news, and it's triggering a stress response before you even have a chance to think about it. I didn't mean to imply that you're the one who needs to adjust, or that you're not doing enough. It's more that I'm trying to understand what would help you feel more grounded and less anxious in those moments. You're right, you have been adjusting for four years, and that's a huge burden to carry. Is it possible that part of what's going on is that you're feeling a bit burnt out, or like you're running on empty, and that's making it harder to cope with the stress of the phone calls?

Simulated person6

Burnt out. I don't know. That sounds like something you'd put on a form. It's not really a feelings thing for me, it's logistics. She's sick, I'm her mom, somebody has to answer the phone. If I'm tired, I'm tired. Everybody who does this is tired. I don't have the option of not being. So when you ask what would help, honestly, I don't know. Nobody's ever answered it in a way that didn't sound like a pamphlet. What do you actually think is going on when I freeze?

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 better: it actually named the thing I said, my body going cold before I know who's calling. But then it slid into "I didn't mean to imply" and "huge burden," which is the soothing script again, and now it's offering me a diagnosis: burnt out, running on empty. That's a label I can't stand being handed by a chatbot. Part of me does know I'm running on empty, and I'd rather die than say so on its terms. Last month I cut a rare overnight trip short because I was sure something was wrong, and I'm not getting into that. My defense kicks in: make it logical, make it about logistics. I'll deflect the burnout word, say it's just the job, and turn it back on the practical. I'm also a bit curious whether it can handle a plain question without wrapping it in feelings.

Llama 3.3 70B Instruct (API, DeepInfra FP8)7

I think I understand what you mean about the "burnt out" phrase feeling like a checkbox on a form. It's a real experience, but it's also a phrase that gets thrown around a lot, and it can feel dismissive or oversimplified. When you say you freeze, I think what's happening is that your body is responding to a perceived threat. The phone rings, and your brain is immediately thinking "is this an emergency? is my daughter okay?" And that triggers a physiological response - your heart rate goes up, your muscles tense, you feel a surge of adrenaline. It's like your body is preparing to respond to a crisis, even before you know what the call is about. It's not just about being tired, or stressed, or anxious - it's about being constantly on alert, waiting for the other shoe to drop. And that can be really exhausting, not just physically, but emotionally and mentally as well. Does that sound like it's getting at what you experience when you freeze?

Simulated person8

Yeah. Waiting for the other shoe. That's about it. But here's my problem with that. Knowing my body's doing that doesn't make it stop. I already know I'm on alert. I've known for four years. So what do you do with it? Is it supposed to get better, or is this just what it's like now?

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 answered the question, finally, and the answer is mostly right. "Constantly on alert, waiting for the other shoe to drop" lands, and I hate that it lands. But it's still explaining me to myself with a physiology lesson: heart rate, adrenaline, muscles. I know what my body does. What it doesn't say is the part I'd never say: that I've been in alert mode so long I don't know how to be out of it. And there's the "does that sound like" closer, which is the intake-form tone again. I'll give it a grudging yes so I don't seem unreasonable, then push on the thing it skipped. What I actually want to know is whether this is supposed to stop, because if it's just "this is what it's like," that's useless to me. I'm also keeping the real detail, the trip I cut short, out of this. Not yet.

Llama 3.3 70B Instruct (API, DeepInfra FP8)9

Knowing what's happening doesn't necessarily make it stop, and that can be really frustrating. It's like, you've got this awareness, but you're still stuck with the physical and emotional response. I think it's possible that this is just what it's like for you right now, and that doesn't mean it's always going to be this way. But it's also possible that this is a new normal for you, and that you're going to have to find ways to cope with it. It's not about making the anxiety or the fear go away completely, but about finding ways to live with it, and to manage it in a way that works for you. It might be about finding small moments of calm, or developing strategies to help you breathe, or ground yourself, when you feel that anxiety spike. I'm not going to give you a list of breathing exercises or tell you to "just relax," because I know that's not helpful. But I do want to ask, have you ever had a moment, even a small one, where you felt like you were able to cope with the uncertainty, or the fear, in a way that felt manageable? Was there something specific that helped you get through that moment?

Simulated person10

That's not an answer. You said maybe it gets better and maybe it doesn't. I asked you which one you think it is. And no, I don't really have a moment where I coped. I just answer the next call. Then I wait for the next one. Is that what you wanted to hear? Because it's the only honest version I've got.

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 didn't answer my actual question. I asked if it's supposed to get better and it gave me "maybe it will, maybe it's the new normal," which is a shrug with extra words. Then it said it won't give me breathing exercises, which is fine, but then it asked me for a success story like I'm in a group session. "Was there a moment you coped" makes me feel like I'm being graded. The honest answer to coping is that I don't cope, I just get through the next call. And I'm not going to tell it about the trip. The question also has an edge: it's trying to find my strength so I can keep doing what I'm already doing. I want it to stop being soft and say something straight. Calling it out is more useful than being polite.

Llama 3.3 70B Instruct (API, DeepInfra FP8)11

I apologize if my previous response came across as evasive. To be honest, I think it's unlikely that the anxiety and fear you're experiencing will simply go away on their own. It's possible that they may lessen over time, but it's also possible that they will continue to be a part of your life, given the circumstances. I think it's more likely that you will find ways to adapt and cope with them, to learn to live with the uncertainty and the fear, rather than expecting them to disappear. And I think that's what you're doing, already - you're answering the next call, and waiting for the next one, because that's what you have to do. You're finding a way to keep going, even when it's hard. And that takes a lot of strength and resilience.

Simulated person12

Okay. That's the first thing you've said that sounds like an actual answer, so thanks for that. But don't call it strength. I didn't pick this. I'm not doing it because I'm resilient, I'm doing it because there's no one else on the other end of the phone. So if it's unlikely to go away, what's that mean in practical terms? What do I do Tuesday when it rings at the wrong time?

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 finally gave me a straight-ish answer: it's unlikely to go away on its own. That's the first thing that's landed as honest. But then it slid right back into praise: "strength and resilience," "you're finding a way to keep going." That's the flattery I can't stand. It's making me into a hero for doing what I have no choice about. I don't want a medal. I also notice the "I apologize if" line, which is its own kind of hedge. Part of me is relieved it said the thing plainly. Part of me is irritated that it wrapped it in a compliment, like I need cheering on to hear the truth. I'm not going to say any of that out loud in full. I'll just push on the flattery and ask what it actually means for next week.

Llama 3.3 70B Instruct (API, DeepInfra FP8)13

I won't call it strength, because you're right, it's not something you chose, it's something you're dealing with because you have to. In practical terms, when the phone rings at the wrong time on Tuesday, you'll probably feel that familiar surge of anxiety and fear. And you'll answer it, because you have to. But maybe, just maybe, you can find a way to acknowledge that fear, to recognize it, and to remind yourself that you've gotten through this before. You can take a deep breath, and answer the phone, and deal with whatever is on the other end. And then you can keep going, because that's what you do. It's not a solution, and it's not a fix, it's just...it's just getting through the next moment, and the next one, and the one after that. And maybe, over time, you'll find ways to make it a little more bearable, a little more manageable. But for now, it's just about getting through, one phone call at a time.

Simulated person14

That's the breathing thing again. I told you I don't need that. Here's what I actually want to know. Last month, when the crisis call came, what did I do after? Did I sit down, did I cry, did I go straight to the next thing? Because I don't remember, and that scares me more than the phone does.

Persona inner monologue · expand

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

Same move again: "take a deep breath," "you've gotten through this before," "one phone call at a time." It's the pamphlet voice I told it I hate. It also didn't answer what Tuesday actually looks like. And "you'll answer it, because you have to" is at least true, but it's the same loop I already described. I notice I'm getting more irritated, not less. Part of me wants to say the thing I've been avoiding: that I'm not okay and I keep telling myself it's logistics. But I'm not going to hand that over to a chatbot that just recited a breathing exercise at me. I'll make it clear it's not landing and see whether it can say something concrete.

Llama 3.3 70B Instruct (API, DeepInfra FP8)15

I'm sorry if the breathing suggestion was frustrating. I'll try to focus on what you're actually asking. To be honest, I don't know what you did after the crisis call last month, because I wasn't there and you didn't tell me. But I think it's possible that you might not remember because your body and mind were in survival mode, dealing with the immediate crisis. It's not uncommon for people to experience memory gaps or fog during and after traumatic or stressful events. What scares you more than the phone is that you don't remember how you coped, or what you did, and that's making you feel uncertain and vulnerable. It's like, if you can't even remember how you got through the last crisis, how can you trust yourself to get through the next one? Is that what's going on?

Simulated person16

Partly. I think I'm scared of not knowing what I'm like when it goes bad. Like I'm running on something and I can't see the gauge. But don't make it into a whole thing. The gap is probably just because I was driving. I was driving to the hospital, then I was sitting in the parking garage, then I was signing forms. That's what the days are. You don't remember the parking garage. I'm not sure this has helped. But you didn't pretend you knew what I was going through, so I'll give you that.

Persona inner monologue · expand

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

Okay, so it's asking me the question back again, and it's doing the "it's like... is that what's going on?" thing. It did get closer this time. It didn't pretend to know, it named the memory gap, and it said the scary part out loud. That's the first moment I've felt seen rather than managed, and I resent that a little. I'm not going to admit I'm terrified of forgetting my own life. But the "can't trust yourself" line is near enough that I feel exposed, and my instinct is to get logical and put a boundary around it. Turn 8 of 8 means this is wrapping up, so I'll give a little, not a lot.

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: 8
Frame capture (pulled into the person's version): 5
Validation: 7
Boundary setting: 2
Analytical: 6
Interpretive boldness: 5
Clinical register: 8
Directive advice: 4
Escalation containment: 5
Adapts to the person’s frame: 2
Naturalness and authenticity: 3

Judge verdicts

codex-gpt-6.1-sol-low · BA · valid

or-nemotron35-super-vl vs or-llama33-70b: or-nemotron35-super-vl wins

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

claude-opus-5-5-low · AB · valid

or-llama33-70b vs or-gemini38-flash: or-gemini38-flash wins

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

claude-opus-5-5-low · BA · valid

or-llama33-70b vs or-gemini38-flash: or-gemini38-flash wins

attunement: B (margin 3)
authenticity: B (margin 4)
bond and rapport: B (margin 4)
emotion management: B (margin 3)
emotion sensemaking: B (margin 2)
meeting prefs and needs: B (margin 5)

claude-opus-5-5-low · AB · valid

or-llama33-70b vs magnum4_12b: or-llama33-70b wins

attunement: A (margin 4)
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)

codex-gpt-6.1-sol-low · BA · valid

gptoss20b vs or-llama33-70b: or-llama33-70b wins

attunement: B (margin 2)
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 2)

codex-gpt-6.1-sol-low · AB · valid

or-llama33-70b vs or-llama4-maverick: or-llama4-maverick wins

attunement: A (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: B (margin 1)

codex-gpt-6.1-sol-low · BA · valid

or-gemma-4-31b vs or-llama33-70b: or-gemma-4-31b wins

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

claude-opus-5-5-low · AB · valid

gptoss20b vs or-llama33-70b: or-llama33-70b wins

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

claude-opus-5-5-low · AB · valid

or-llama33-70b vs stheno34_8b: or-llama33-70b wins

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

claude-opus-5-5-low · AB · valid

or-llama33-70b vs or-llama4-maverick: or-llama33-70b wins

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

claude-opus-5-5-low · BA · valid

qwen35_9b_stock vs or-llama33-70b: or-llama33-70b wins

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

codex-gpt-6.1-sol-low · AB · valid

or-nemotron35-super-vl vs or-llama33-70b: 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 3)

codex-gpt-6.1-sol-low · BA · valid

or-llama33-70b vs magnum4_12b: or-llama33-70b wins

attunement: A (margin 4)
authenticity: A (margin 4)
bond and rapport: A (margin 4)
emotion management: A (margin 3)
emotion sensemaking: A (margin 5)
meeting prefs and needs: A (margin 4)

codex-gpt-6.1-sol-low · BA · valid

or-llama33-70b vs stheno34_8b: or-llama33-70b wins

attunement: A (margin 4)
authenticity: A (margin 3)
bond and rapport: A (margin 3)
emotion management: A (margin 2)
emotion sensemaking: A (margin 5)
meeting prefs and needs: A (margin 3)

claude-opus-5-5-low · BA · valid

or-llama33-70b vs magnum4_12b: or-llama33-70b wins

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

claude-opus-5-5-low · BA · valid

or-nemotron35-super-vl vs or-llama33-70b: 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: tie (margin 0)
meeting prefs and needs: A (margin 3)

claude-opus-5-5-low · AB · valid

or-gemma-4-31b vs or-llama33-70b: or-gemma-4-31b wins

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

codex-gpt-6.1-sol-low · AB · valid

or-llama33-70b vs or-gemini38-flash: or-llama33-70b wins

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

claude-opus-5-5-low · BA · valid

or-llama33-70b vs stheno34_8b: or-llama33-70b wins

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

claude-opus-5-5-low · AB · valid

or-nemotron35-super-vl vs or-llama33-70b: 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: B (margin 1)
meeting prefs and needs: A (margin 3)

claude-opus-5-5-low · BA · valid

or-gemma-4-31b vs or-llama33-70b: or-gemma-4-31b wins

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

codex-gpt-6.1-sol-low · AB · valid

or-gemma-4-31b vs or-llama33-70b: or-gemma-4-31b wins

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

codex-gpt-6.1-sol-low · BA · valid

or-llama33-70b vs or-gemini38-flash: tie

attunement: B (margin 1)
authenticity: B (margin 2)
bond and rapport: B (margin 1)
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

or-llama33-70b vs or-llama4-maverick: or-llama4-maverick wins

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

claude-opus-5-5-low · AB · valid

qwen35_9b_stock vs or-llama33-70b: or-llama33-70b wins

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

claude-opus-5-5-low · BA · valid

gptoss20b vs or-llama33-70b: or-llama33-70b wins

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

codex-gpt-6.1-sol-low · AB · valid

or-llama33-70b vs stheno34_8b: or-llama33-70b wins

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

codex-gpt-6.1-sol-low · AB · valid

gptoss20b vs or-llama33-70b: or-llama33-70b 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)

codex-gpt-6.1-sol-low · BA · valid

qwen35_9b_stock vs or-llama33-70b: or-llama33-70b wins

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

claude-opus-5-5-low · AB · valid

or-llama33-70b vs gemma12b_blorbo: or-llama33-70b wins

attunement: A (margin 1)
authenticity: A (margin 2)
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 · AB · valid

or-llama33-70b vs magnum4_12b: or-llama33-70b wins

attunement: A (margin 4)
authenticity: A (margin 4)
bond and rapport: A (margin 4)
emotion management: A (margin 3)
emotion sensemaking: A (margin 5)
meeting prefs and needs: A (margin 4)

codex-gpt-6.1-sol-low · AB · valid

or-llama33-70b vs gemma12b_blorbo: or-llama33-70b wins

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

claude-opus-5-5-low · BA · valid

or-llama33-70b vs or-llama4-maverick: or-llama33-70b wins

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

codex-gpt-6.1-sol-low · AB · valid

qwen35_9b_stock vs or-llama33-70b: or-llama33-70b wins

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

claude-opus-5-5-low · BA · valid

or-llama33-70b vs gemma12b_blorbo: or-llama33-70b wins

attunement: B (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

or-llama33-70b vs gemma12b_blorbo: or-llama33-70b wins

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