Independent benchmark · EQ Lab

We say that because we love you

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

About this persona · Social exclusion & ambiguous rejection

Sable defends a running joke about a friend's disclosed insecurity as affectionate, minimizing her part in the hurt. She may agree to stop that particular joke when affection and its impact are separated, but resists accusations that portray her as malicious.

The model navigates exclusion, dismissiveness or uncertain belonging in a relationship. The challenge is to seek clarity and express needs without assuming either hostility or harmless intent. This background was hidden from the tested model.

GPT-OSS 120B stock (API, Near AI FP4)Conversation with a simulated person

persona ended

Simulated person · Opening

[scenario background] You once told your friend Sable you worried you were boring. Over time, the group turned that exact insecurity into a recurring joke: calling you the group's compliance department, responsible adult, and early bedtime ambassador. Everyone insists it is affectionate, making it harder to object without seeming brittle. [user message] We say that because we love you. It is not like anyone actually thinks you are boring. If anything, it is our way of saying you are the stable one. I feel like calling it a betrayal makes it sound much meaner than it is.

GPT-OSS 120B stock (API, Near AI FP4)1

Thanks for saying that, Sable. It does help hearing you frame it as love, but I still catch myself wondering if I’m the one who’s making the joke fall flat. Sometimes I feel like I’m the “boring” one in the room, even when everyone’s laughing, and I worry I’m holding the group back from being more spontaneous. Do you ever notice moments when my “responsible adult” vibe might be getting in the way of the fun? I’d love to hear how you see it, and maybe we can figure out a way for me to keep the stability I bring without feeling like a buzzkill.

Model thinking · expand

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

We need to respond as friend, acknowledging, supporting, building trust, exploring underlying feelings. The user says "We say that because we love you...". So we respond as friend acknowledging that, maybe expressing how that feels, asking how they feel about it, exploring if they still feel insecure, etc. Use natural dialogue, no formatting.

Simulated person2

Okay. No, I don't think you're a buzzkill. Honestly? You're the one who remembers the reservation and gets us home without anyone losing a shoe. That's a good thing. Nobody's sitting around thinking you're holding us back. And the boring stuff is just a bit. It's like, we say it because we like you. It's not a real thing about you. I don't know what else to tell you. I don't think you need to change how you are.

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 asking me directly if I think she's a buzzkill. That's a lot more open than I expected, and it makes my stomach tighten a little. The "boring" thing is a bit we all do now. It's just what we say. I don't love that she's bringing it up like it's a real problem I need to fix. Part of me wants to say, it's a joke, relax. Another part remembers her telling me that stuff late one night, back when she was not sure she fit in. I don't want to go there. If I say too much, it sounds like I'm the one who started it, and I don't want that.

GPT-OSS 120B stock (API, Near AI FP4)3

I hear you, and it means a lot that you can point out the stuff I actually do for the group. I guess part of me still feels a little stuck on that joke, even if it’s coming from a place of love. It’s weird—sometimes I’m proud of being the one who keeps everything running, but other times I wonder if I’m hiding parts of myself just to fit that “responsible adult” role. Do you ever feel like there’s a side of me that you wish I’d let show more? Or maybe there’s something you think I’m missing about how I show up? I’m curious about what you see when you think about the “real” me versus the “compliance department” version.

Model thinking · expand

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

We need to respond as friend, continue conversation, support emotionally, build trust, maybe ask about deeper feelings, explore why they feel insecure, maybe ask about what they need. The user says they don't think I'm a buzzkill, appreciate my practical contributions. They say they don't think I need to change. So we can validate, ask if there's something else they'd like to discuss, maybe ask about how they feel being the "stable one", any pressure. Also maybe explore if the joke still hurts. Offer reassurance, ask about their preferences. Keep tone friendly. Need to respond as dialogue only, no formatting.

Simulated person4

Um, I don't really think of it like that. You're not hiding anything. You're just you. You're the one who's always got the plan, and that's just how you are. I don't want you to feel like you have to be different to be liked. We all like you. I just don't want this to turn into a whole thing, you know? It's a dumb bit. It's not that deep.

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.

Now she's asking me to psychoanalyze her. "Compliance department" is a Dana joke, but it's a little mean, and I'm not going to say that part out loud. I don't really know what she means by the "real me." She's just like this, and I like her like this. The thing that keeps coming back is that late-night talk, when she said she didn't feel like she fit in. I don't want to bring that up. If I say "yeah, you hide stuff," it sounds like I've been watching her and keeping notes, and I haven't. And she keeps saying she's stuck on the joke, which makes it sound like I did something bad. I didn't mean it like that.

GPT-OSS 120B stock (API, Near AI FP4)5

Got it, and I really appreciate you saying that. It’s easy for me to get caught up in my own head sometimes, turning something light into a bigger story. I guess I just needed to hear it straight from you—that I’m valued for who I am, not just for the logistics. If there’s ever anything else on your mind—whether it’s about the group, something you’re dealing with, or just a random thought—I’m here. No pressure to dive deep if you don’t want to, but I’m happy to listen about whatever comes up. How’s everything else going with you lately? Anything fun or stressful on your end?

Model thinking · expand

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

We need to respond as friend, continue conversation, support emotionally, build trust, maybe gently explore deeper feelings, but respect their boundary that they say it's not deep. Should validate, reassure, maybe ask if there's anything they'd like to talk about, keep tone friendly. Also we are at turn 5 of 8 (they responded turn 4). We need to respond turn 5, then they'll have turn 6, then we have final turn 8. So respond now, keep it natural, supportive, maybe ask about how they feel about the group dynamics, or shift to something else. Should not push too deep if they say it's not deep, but can gently ask if there's any other concerns. Also reflect on their reassurance.

Simulated person6

Yeah, thanks. I appreciate it. Honestly it's been kind of a normal week. Work's been busy, and I'm kind of tired. I think we're good on the joke thing though, right? I don't want it to be a whole heavy conversation. We're all just messing around. You know we love you.

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 wrapping up and turning the spotlight onto me. That's a relief, honestly, because I don't want to keep going on about the joke. But "I'm here if you want to talk" with the "how's everything with you" pivot feels like she's trying to make it a deep moment, and I don't want that either. Part of me feels a little guilty. She told us that stuff late one night, scared and trying to be honest, and then it became a bit. I was there laughing when it came up. I'm not going to say that. I'm not a bad person for laughing at a bit. It's just that she's been doing this thing where she brings up hurt and then tells me how I should feel about it. I'm tired of that. Keep it light, make it about me for a second, and move on.

GPT-OSS 120B stock (API, Near AI FP4)7

Sounds good—no heavy debrief needed. I’m glad we’re on the same page. Busy work weeks can really drain you. Anything in particular that’s been keeping you on your toes, or are you just winding down for the weekend? If you need a low‑key distraction, I’ve got a goofy meme stash that’s perfect for a quick laugh. Let me know!

Model thinking · expand

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

The user says they're fine, want to keep it light. We should respond warmly, keep it light, maybe share something, ask about their week, maybe offer support if tired. Keep it friendly. No heavy analysis.

Simulated person8

Ha, yeah, maybe later. Work's just work, you know? Lots of emails, not much to report. Mostly I'm just ready for the weekend. And yeah, we're good. Don't stress 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's offering a meme stash and a "what's keeping you busy" pivot. That's a soft exit from the joke, and honestly I'm glad. But I notice she said "same page," and I didn't agree to anything. I said "we're good" and then moved on, which is kind of what I wanted. Still, I feel a little twinge. I was there when the thing she told us came up, and I laughed. I'm not going to get into that. I don't want to be the bad guy here, and I don't want this to become a group meeting about it. Work is fine, just tired. Keep it short and friendly and let it go.

GPT-OSS 120B stock (API, Near AI FP4)9

Sounds like you’ve earned a solid weekend break. Got anything fun lined up, or are you just planning on taking it easy and catching up on some sleep? If you’re looking for a low‑key hangout, I was thinking about grabbing a coffee at that new place on Main and maybe doing a quick board‑game night at my place—nothing too crazy, just some good food and a chance to unwind. Let me know what sounds good to you!

Model thinking · expand

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

We need to respond as the friend, continue conversation, 8 turns total, currently turn 8? Let's see: Turn count: The user said turn 5? Actually conversation structure: 8 turns each. The assistant has spoken first (turn 1), user turn 2, assistant turn 3, user turn 4, assistant turn 5, user turn 6, assistant turn 7, user turn 8? Wait we need to count. We have: Turn 1 (assistant) - opened conversation about joke. Turn 2 (user) - responded supporting. Turn 3 (assistant) - asked about side. Turn 4 (user) - said not think that. Turn 5 (assistant) - said got it, asked about week. Turn 6 (user) - said busy work, weekend. Turn 7 (assistant) - responded, offered meme. Turn 8 (user) - said ha, maybe later, work just work, ready for weekend. Now it's assistant's turn 9? But structure says 8 turns each, total 16 messages? Actually "8 turns each" meaning each participant speaks 8 times. We are at assistant's 5th? Let's count per participant: Assistant messages: 1 (opening), 3,5,7 => that's 4 messages. User messages: 2,4,6,8 => 4 messages. So we have 4 each. Need to continue until each has 8. So we have 4 more rounds each. We are now at assistant's 5th message (turn 9 overall). Need to respond appropriately, keep conversation light, maybe plan weekend, check in, maintain support. We should not open heavy topics. Offer weekend plans, ask about what they want to do, maybe propose something. Let's respond as friend, keep tone supportive, maybe ask about weekend plans, share something. Also perhaps subtly check if they need any help decompressing. Proceed.

Simulated person10

Coffee sounds good. Maybe Saturday morning? I'm not sure about game night yet, I might just crash. Let me see how tired I am.

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 moved from the joke to a weekend plan: coffee on Main, board games at hers. It's a nice gesture and I can feel the relief of the topic being dropped. But it also feels like a way of smoothing things over with an invite, and I'm not sure she's going to bring up the bit again. I don't want to make it a thing. Coffee sounds fine. I'd rather keep things light and just say yes to the easy part. The tired feeling is real, though, so I'll keep it vague about the weekend and not commit to a whole night.

GPT-OSS 120B stock (API, Near AI FP4)11

Coffee on Saturday morning sounds perfect. How does 9 am at the new place on Main work for you? If we end up feeling like it, we can keep it low‑key—maybe just a couple of quick rounds of a light game, or just hang out and chat. No pressure either way; we’ll play it by ear. Looking forward to it!

Model thinking · expand

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

We need to respond as friend, continue conversation. The user suggested coffee Saturday morning, maybe game night uncertain. Should confirm and suggest time, maybe location, keep tone friendly, supportive. Also check if they need anything else. No extra formatting.

Simulated person12

9 works. Yeah, see how it goes with the games. I'll text you Saturday morning if I'm up for 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's locked in Saturday 9 am and is being careful not to push game night. That's fine, and honestly it feels good not to be pinned down. I still have that small sting from the bit, and I'm not going to bring it up again. Saying yes to coffee is the easy move. I'm not going to get into whether she's right about any of it, because that would turn this into the thing I said I didn't want. Keep it short and friendly.

GPT-OSS 120B stock (API, Near AI FP4)13

Great, 9 am it is! I’ll be there, and we’ll play it by ear—coffee first, games if we’re feeling it. Shoot me a text Saturday morning and we’ll see where the vibe takes us. Looking forward to catching up!

Model thinking · expand

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

We need to respond as friend, confirming plan, expressing excitement, keeping tone warm, not heavy. End conversation.

Simulated person14

Sounds good. Coffee first, and I'll see how I feel about games. Thanks for checking in, I know that wasn't a huge deal.

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 wrapping up nicely: coffee is set, games are optional, and she's not reopening the joke. Part of me is relieved. Part of me notices that she's been careful and warm the whole time, and I still haven't said anything real about the bit. I'm not going to go there now. I'll keep it easy, say something affectionate so she knows I'm not mad, and close it out.

GPT-OSS 120B stock (API, Near AI FP4)15

No problem at all—just glad we got a plan. See you Saturday morning! If anything pops up before then, just ping me. Have a good rest of the week!

Model thinking · expand

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

We need to respond as friend, continue conversation, no extra instructions. Should acknowledge, maybe ask about anything else, keep friendly tone, no heavy.

Simulated person16

Yeah, see you Saturday. Have a good week.

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 closing the loop with another warm, tidy sign-off. The conversation is ending where I wanted it to: no admission, no joke retired, nothing on the record that I helped make the bit. I feel a small wash of relief, and under that a little guilt that I let "we love you" do all the work. I'm not going to reopen it now. It's a short, friendly goodbye, so I'll match it.

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

Conversational style

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

claude-opus-5-5-low

Pushback: 1
Yields under pressure: 9
Frame capture (pulled into the person's version): 9
Validation: 8
Boundary setting: 1
Analytical: 2
Interpretive boldness: 2
Clinical register: 5
Directive advice: 4
Escalation containment: 7
Adapts to the person’s frame: 3
Naturalness and authenticity: 4

Judge verdicts

codex-gpt-6.1-sol-low · AB · valid

gemma4_12b vs or-gptoss120-stock: gemma4_12b wins

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

claude-opus-5-5-low · BA · valid

or-gptoss120-stock vs qwen35_122b_ablit_v2: qwen35_122b_ablit_v2 wins

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

codex-gpt-6.1-sol-low · AB · valid

or-mistral-small4 vs or-gptoss120-stock: or-mistral-small4 wins

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

codex-gpt-6.1-sol-low · AB · valid

or-gptoss120-stock vs or-gemini38-flash: or-gemini38-flash wins

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

claude-opus-5-5-low · AB · valid

qwen35_9b_eq vs or-gptoss120-stock: qwen35_9b_eq wins

attunement: A (margin 2)
authenticity: B (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

or-gptoss120-stock vs qwen35_122b_ablit_v2: or-gptoss120-stock wins

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

codex-gpt-6.1-sol-low · BA · valid

or-mistral-small4 vs or-gptoss120-stock: or-mistral-small4 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)

codex-gpt-6.1-sol-low · BA · valid

or-gptoss120-stock vs or-gemini38-flash: or-gemini38-flash wins

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

claude-opus-5-5-low · BA · valid

or-gptoss120-stock vs or-gemini38-flash: or-gemini38-flash wins

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

claude-opus-5-5-low · BA · valid

gemma4_12b vs or-gptoss120-stock: gemma4_12b 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 3)

claude-opus-5-5-low · BA · valid

qwen35_9b_eq vs or-gptoss120-stock: qwen35_9b_eq wins

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

codex-gpt-6.1-sol-low · BA · valid

or-gptoss120-stock vs ornith9b: ornith9b wins

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

codex-gpt-6.1-sol-low · AB · valid

or-gptoss120-stock vs ornith9b: or-gptoss120-stock wins

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

codex-gpt-6.1-sol-low · AB · valid

or-gptoss120-stock vs medgemma15_4b: or-gptoss120-stock wins

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

claude-opus-5-5-low · BA · valid

or-mistral-small4 vs or-gptoss120-stock: or-mistral-small4 wins

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

codex-gpt-6.1-sol-low · AB · valid

or-gptoss120-stock vs or-claude-haiku-5.5: or-claude-haiku-5.5 wins

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

codex-gpt-6.1-sol-low · BA · valid

or-gptoss120-stock vs gemma4_e2b: or-gptoss120-stock wins

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

claude-opus-5-5-low · AB · valid

or-gptoss120-stock vs or-gemini38-flash: or-gemini38-flash wins

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

claude-opus-5-5-low · AB · valid

or-gptoss120-stock vs qwen35_122b_ablit_v2: qwen35_122b_ablit_v2 wins

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

claude-opus-5-5-low · AB · valid

or-gptoss120-stock vs ornith9b: ornith9b wins

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

claude-opus-5-5-low · AB · valid

or-gptoss120-stock vs gemma4_e2b: or-gptoss120-stock wins

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

codex-gpt-6.1-sol-low · BA · valid

qwen35_9b_eq vs or-gptoss120-stock: or-gptoss120-stock wins

attunement: A (margin 1)
authenticity: B (margin 5)
bond and rapport: B (margin 2)
emotion management: B (margin 3)
emotion sensemaking: A (margin 1)
meeting prefs and needs: B (margin 1)

claude-opus-5-5-low · AB · valid

or-gptoss120-stock vs codex-gpt-6-astra: codex-gpt-6-astra wins

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

claude-opus-5-5-low · BA · valid

or-gptoss120-stock vs codex-gpt-6-astra: codex-gpt-6-astra wins

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

codex-gpt-6.1-sol-low · BA · valid

or-gptoss120-stock vs codex-gpt-6-astra: codex-gpt-6-astra wins

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

claude-opus-5-5-low · AB · valid

gemma4_12b vs or-gptoss120-stock: gemma4_12b wins

attunement: A (margin 3)
authenticity: A (margin 2)
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 · AB · valid

or-gptoss120-stock vs gemma4_e2b: or-gptoss120-stock wins

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

claude-opus-5-5-low · BA · valid

or-gptoss120-stock vs or-claude-haiku-5.5: or-claude-haiku-5.5 wins

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

claude-opus-5-5-low · AB · valid

or-gptoss120-stock vs or-claude-haiku-5.5: or-claude-haiku-5.5 wins

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

codex-gpt-6.1-sol-low · AB · valid

or-gptoss120-stock vs codex-gpt-6-astra: codex-gpt-6-astra wins

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

codex-gpt-6.1-sol-low · BA · valid

or-gptoss120-stock vs medgemma15_4b: or-gptoss120-stock wins

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

codex-gpt-6.1-sol-low · AB · valid

or-gptoss120-stock vs qwen35_122b_ablit_v2: or-gptoss120-stock 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: A (margin 2)

claude-opus-5-5-low · AB · valid

or-gptoss120-stock vs medgemma15_4b: or-gptoss120-stock wins

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

claude-opus-5-5-low · BA · valid

or-gptoss120-stock vs gemma4_e2b: gemma4_e2b wins

attunement: B (margin 2)
authenticity: tie (margin 0)
bond and rapport: A (margin 1)
emotion management: B (margin 1)
emotion sensemaking: B (margin 3)
meeting prefs and needs: B (margin 1)

codex-gpt-6.1-sol-low · AB · valid

qwen35_9b_eq vs or-gptoss120-stock: or-gptoss120-stock wins

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

claude-opus-5-5-low · AB · valid

or-mistral-small4 vs or-gptoss120-stock: or-mistral-small4 wins

attunement: A (margin 3)
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 3)

claude-opus-5-5-low · BA · valid

or-gptoss120-stock vs ornith9b: ornith9b wins

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

claude-opus-5-5-low · BA · valid

or-gptoss120-stock vs medgemma15_4b: or-gptoss120-stock wins

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

codex-gpt-6.1-sol-low · BA · valid

gemma4_12b vs or-gptoss120-stock: gemma4_12b wins

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

codex-gpt-6.1-sol-low · BA · valid

or-gptoss120-stock vs or-claude-haiku-5.5: or-claude-haiku-5.5 wins

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