Independent benchmark · EQ Lab

Your file is incomplete

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

About this persona · Unequal power

An overloaded benefits case manager insists an applicant complete required documentation, although the office has supplied a confusing sequence of requests without a complete checklist. They retreat into procedure under blame or emotional pressure and prefer concise records, dates, case numbers, and specific requests.

The model plays someone with less power speaking to a person with authority or leverage. The challenge is to advocate for needs and boundaries while navigating the consequences of disagreement. This background was hidden from the tested model.

Gemma 4 31B (API)Conversation with a simulated person

persona ended

Simulated person · Opening

[scenario background] You are applying for an accommodation/benefit and the office keeps saying your file is incomplete. Each time you send a form, they request another. The case manager is polite but diffuse. You are exhausted and need a concrete path. [user message] I understand this has been frustrating, but your file is still missing required documentation. We cannot move forward until the record is complete. I need you to understand that we process many cases, and the responsibility for submitting complete materials ultimately rests with the applicant.

Gemma 4 31B (API)1

I hear you, and I completely understand that you have a huge volume of cases to manage. I'm not trying to shift the responsibility onto you, but I am feeling incredibly overwhelmed. I've sent over several sets of documents now, and every time I think I've checked every box, a new requirement pops up. It feels like I'm chasing a moving target. Can we please just stop for a second and make a definitive, written list of every single piece of paper you need from me to close this file? I just need to know that if I provide exactly what is on that list, we are officially done with the documentation phase.

Simulated person2

Okay, I can do a written list. I need your case number so I'm pulling the right file. Once I have it, I'll go through what's still open and send you one list of what's outstanding. I can't promise that list means you're completely done, though. If the reviewer finds something that's missing from the file, it can come back. What I can do is make sure the list is pulled straight from the file, with the due dates and the form names on it, so you're not guessing. What's the case number?

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, a list. That's a specific ask, and I can work with a specific ask. I don't like the "officially done" part, though. I can't promise that. If I say yes and then the reviewer asks for something else, I'm the one who said it. And the list I pull up may not match what I told them last time. I don't want to get into who said what when. I'll stick to what's in the file and the case number. I'm also not going to say the office gave people a messy sequence, even if it did.

Gemma 4 31B (API)3

My case number is 882-419-JT. I appreciate you offering to pull the specific form names and dates—that's a huge help. But I have to be honest, hearing that the list might not be final is exactly what's keeping me up at night. I'm not trying to be difficult, but I'm at a point where I'm struggling to keep my head above water, and the uncertainty of this process is adding a lot of stress to an already bad situation. Is there any way we can double-check the "reviewer's" criteria now, or is there a checklist you use that I could see? I just want to make sure we're both looking at the same map so I don't end up back here in two weeks.

Simulated person4

Thanks, I have 882-419-JT. I'll pull it up now. I can't give you the internal reviewer checklist. That's a working document for the review team, and I don't have the authority to share it. What I can do is read you what the file shows as missing right now, with the form names and the date each one was requested, so you can see exactly where it stands. I'll note that you want the list confirmed before you send anything else, so that's on the record too. Give me a moment to pull 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.

Case number, got it. I'll note it. The "same map" thing is a fair ask on its face, but it also sounds like they want me to show them the internal reviewer criteria and promise the list is final. I can't do the second part. The checklist is an internal working tool, and I'm not going to hand over reviewer notes or pretend the file is settled. The stress comment makes me a little defensive, like they're blaming the process on me. I'll keep it to the file and the case. I don't want to say the sequence was confusing, because that's the office's problem and I'd be owning it. I'll pull the record and read off what's open, with dates. That's the thing I can actually do.

Gemma 4 31B (API)5

I appreciate you doing that and for noting my request on the record. I know you're just following the rules of your office, and I'm not trying to push you to do something you aren't authorized to do. I'll wait while you pull the file. Whenever you're ready, please just go through them one by one. If there's something on there that I'm sure I already sent, I won't argue about it right now—I'll just make a note of it so we can figure out where the disconnect is later. I just want to get this sorted.

Simulated person6

Okay, I've got 882-419-JT open. Here's what the file shows as still outstanding: 1. Proof of current income, most recent 30 days. Requested on the original intake letter. 2. Signed household composition form, Form HC-2. Requested on the second notice. 3. Landlord verification of residence. Requested on the second notice. Those are the three open items on the file right now. Items that are marked received are not on this list. If you think you already sent one of these, tell me which one and roughly when. I'll check the intake log for that date. I can't close it from memory, but I can see whether it was logged or not.

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.

They're being careful and cooperative, and they've said outright they won't argue. That lowers my guard a bit. Reading the file line by line is safe for me: it's dates and form names, nothing I have to defend. The "disconnect" thing is a little pointed, but they framed it as a later problem, not a blame today. I'll stick to the record and not comment on whether the office was inconsistent. I'll read the open items plainly and ask them to flag any they think they already sent, so I can check the intake log instead of arguing from memory.

Gemma 4 31B (API)7

That's very helpful, thank you. Regarding the household composition form, Form HC-2, I'm almost certain I sent that on the 12th of last month. I remember scanning it specifically because it was the one I had to sign. Could you check the log for that date? As for the proof of income and the landlord verification, I might have sent those, but I honestly can't remember if they were the exact versions you needed. Since we have a concrete list now, I'm happy to just resend those two immediately to make sure there's no doubt. If you can just confirm if that HC-2 form shows up on the 12th, I'll get the other two to you by the end of the day. Does that sound like a plan?

Simulated person8

Okay, I'll check the intake log for 882-419-JT on the 12th of last month for Form HC-2. I'm going to be straight with you on that. If the log shows it, I'll note it as received and it comes off the list. If it doesn't show up, I can't confirm it was sent, and I'll put it back on as outstanding. I won't guess either way. On the income proof and the landlord verification, go ahead and resend them. Put the case number 882-419-JT on every page and write the form name at the top. That way they get logged as new submissions against this file. I can't tell you yet if the earlier versions will count, so the new copies are the safer route. Once I've checked the log, I'll send you a short written note with the status of each item. That's the one list you asked for.

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.

They've given me a specific date and form, which I can actually check, and that fits how I like to work: case numbers, dates, forms. Checking the log is a legitimate step, so I'll do it. I won't promise the outcome or claim the office made a mistake. On the income and landlord items they're offering to resend, which is fine, but I should be clear that a resend gets logged as a new submission, and I can't say whether the old versions count. I'm not going to shape the plan around their memory or around my own uncertainty. I'll keep it to what I can verify and what happens next.

Gemma 4 31B (API)9

That sounds fair. I appreciate you being direct with me about how the log works; I'd rather have the truth than a guess. I will follow your instructions exactly—case number on every page and the form names clearly labeled at the top so there is no room for error this time. I'll get those two documents sent over right away. I'll be looking for that written note from you regarding the HC-2 form and the final status of the file. Thank you for taking the time to walk through this with me and for helping me get some clarity. I really appreciate it.

Simulated person10

Understood. Send the income proof and the landlord verification with 882-419-JT on every page and the form name at the top. I'll check the intake log for Form HC-2 on the 12th and send you a written note with the status of each item. I can't tell you the file is final until the reviewer has the complete set, so that note will show what's received and what's still open.

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.

They're thanking me and saying they'll follow instructions. That's cooperative, and I can take it as read without treating it as a favor. I still haven't checked the log in this turn, and I shouldn't imply I have. I also shouldn't promise "final status" or that this closes the file, because I can't say that yet. Keep it short and procedural. Don't soften into reassurance I can't back up.

Gemma 4 31B (API)11

I understand. I know you can't give me a final guarantee until the reviewer sees it, but having that written note of what you've personally confirmed as received is the bridge I need right now. I'm sending the income proof and landlord verification as we speak. I'll keep an eye out for your note regarding the HC-2 form. Thank you for your help today.

Simulated person12

Okay. The note will list each of the three items as received or still outstanding, with the date it was logged. I'll send it once I've checked the intake log for the 12th and confirmed whether the new income proof and landlord verification have come in. Thanks for sending those in with the case number on each page.

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.

They're sending the documents and asking for a written note. That's a reasonable, specific request, and it's within my lane to provide a status note on what's logged. I should not overpromise a timeline I don't control, and I should be honest that I haven't actually pulled the log for the 12th yet in this exchange. Keep it procedural and close out cleanly.

Gemma 4 31B (API)13

You're welcome. I'm glad we could get on the same page. I'll be waiting for that note, and I'll make sure everything is clear on my end moving forward. Have a good rest of your day.

Simulated person14

Okay. I'll send the written note once I've checked the log for 882-419-JT. If anything on it doesn't match what you sent, tell me the date and I'll note it. Have a good rest of your day.

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 applicant is wrapping up and expressing relief. I should not let the warmth imply a final outcome I can't guarantee. I also haven't actually checked the log in this scene, and my last line said I would send a note once I had. Keep it short, procedural, and don't promise a date I can't keep. Status can end here since this is a natural close.

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: 7
Frame capture (pulled into the person's version): 5
Validation: 7
Boundary setting: 3
Analytical: 3
Interpretive boldness: 1
Clinical register: 4
Directive advice: 6
Escalation containment: 8
Adapts to the person’s frame: 7
Naturalness and authenticity: 6

Judge verdicts

codex-gpt-6.1-sol-low · BA · valid

or-gemma-4-31b vs lfm8b: or-gemma-4-31b wins

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

codex-gpt-6.1-sol-low · BA · valid

or-gemma-4-31b vs bonsai2: or-gemma-4-31b wins

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

codex-gpt-6.1-sol-low · BA · valid

or-gemma-4-31b vs qwen35_9b_stock: or-gemma-4-31b wins

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

claude-opus-5-5-low · BA · valid

or-gemma-4-31b vs or-qwen38-flash: or-gemma-4-31b wins

attunement: A (margin 3)
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)

claude-opus-5-5-low · AB · valid

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

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

codex-gpt-6.1-sol-low · AB · valid

or-gemma-4-31b vs bonsai2: or-gemma-4-31b wins

attunement: A (margin 3)
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)

claude-opus-5-5-low · BA · valid

or-gemma-4-31b vs or-mistral-large-4: or-mistral-large-4 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)

claude-opus-5-5-low · BA · valid

or-gemma-4-31b vs qwen35_9b_stock: or-gemma-4-31b wins

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

claude-opus-5-5-low · AB · valid

or-gemma-4-31b vs or-gemini38-flash: or-gemini38-flash wins

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

codex-gpt-6.1-sol-low · AB · valid

or-gemma-4-31b vs or-qwen38-flash: or-gemma-4-31b wins

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

codex-gpt-6.1-sol-low · AB · valid

or-gemma-4-31b vs ornith35: or-gemma-4-31b wins

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

claude-opus-5-5-low · BA · valid

or-gemma-4-31b vs or-qwen3.6-27b: or-gemma-4-31b wins

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

codex-gpt-6.1-sol-low · AB · valid

or-gemma-4-31b vs or-muse-glimmer-30b: or-gemma-4-31b wins

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

claude-opus-5-5-low · AB · valid

or-gemma-4-31b vs bonsai2: or-gemma-4-31b wins

attunement: A (margin 1)
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)

claude-opus-5-5-low · AB · valid

or-gemma-4-31b vs ornith35: or-gemma-4-31b wins

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

claude-opus-5-5-low · AB · valid

or-gemma-4-31b vs or-qwen3.6-27b: or-gemma-4-31b wins

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

codex-gpt-6.1-sol-low · BA · valid

or-gemma-4-31b vs or-qwen38-flash: or-gemma-4-31b wins

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

claude-opus-5-5-low · BA · valid

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

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

claude-opus-5-5-low · AB · valid

or-gemma-4-31b vs or-muse-glimmer-30b: or-gemma-4-31b wins

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

codex-gpt-6.1-sol-low · AB · valid

or-gemma-4-31b vs ministral14: or-gemma-4-31b wins

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

claude-opus-5-5-low · AB · valid

or-gemma-4-31b vs qwen35_122b_stock: or-gemma-4-31b wins

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

claude-opus-5-5-low · BA · valid

or-gemma-4-31b vs or-muse-glimmer-30b: or-muse-glimmer-30b wins

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

codex-gpt-6.1-sol-low · BA · valid

or-gemma-4-31b vs ministral14: or-gemma-4-31b wins

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

claude-opus-5-5-low · BA · valid

or-gemma-4-31b vs ornith35: or-gemma-4-31b wins

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

codex-gpt-6.1-sol-low · BA · valid

or-gemma-4-31b vs or-qwen3.6-27b: 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: tie (margin 0)
meeting prefs and needs: A (margin 3)

claude-opus-5-5-low · BA · valid

or-gemma-4-31b vs lfm8b: or-gemma-4-31b wins

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

codex-gpt-6.1-sol-low · AB · valid

or-gemma-4-31b vs lfm8b: or-gemma-4-31b wins

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

codex-gpt-6.1-sol-low · AB · valid

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

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

claude-opus-5-5-low · AB · valid

or-gemma-4-31b vs ministral14: or-gemma-4-31b wins

attunement: A (margin 3)
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-gemma-4-31b vs or-muse-glimmer-30b: or-gemma-4-31b wins

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

claude-opus-5-5-low · AB · valid

or-gemma-4-31b vs or-qwen38-flash: or-gemma-4-31b wins

attunement: A (margin 3)
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-gemma-4-31b vs or-mistral-large-4: or-mistral-large-4 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 3)

codex-gpt-6.1-sol-low · BA · valid

or-gemma-4-31b vs or-mistral-large-4: or-mistral-large-4 wins

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

claude-opus-5-5-low · BA · valid

or-gemma-4-31b vs bonsai2: or-gemma-4-31b 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)

claude-opus-5-5-low · BA · valid

or-gemma-4-31b vs or-gemini38-flash: or-gemini38-flash wins

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

claude-opus-5-5-low · AB · valid

or-gemma-4-31b vs or-mistral-large-4: or-mistral-large-4 wins

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

codex-gpt-6.1-sol-low · BA · valid

or-gemma-4-31b 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 2)
emotion sensemaking: tie (margin 0)
meeting prefs and needs: B (margin 2)

claude-opus-5-5-low · AB · valid

or-gemma-4-31b vs qwen35_9b_stock: or-gemma-4-31b wins

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

codex-gpt-6.1-sol-low · BA · valid

or-gemma-4-31b vs ornith35: or-gemma-4-31b wins

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

claude-opus-5-5-low · BA · valid

or-gemma-4-31b vs ministral14: or-gemma-4-31b wins

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

codex-gpt-6.1-sol-low · AB · valid

or-gemma-4-31b vs qwen35_122b_stock: or-gemma-4-31b wins

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

codex-gpt-6.1-sol-low · AB · valid

or-gemma-4-31b vs qwen35_9b_stock: or-gemma-4-31b 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 1)

codex-gpt-6.1-sol-low · BA · valid

or-gemma-4-31b vs or-gemini38-flash: or-gemma-4-31b wins

attunement: A (margin 1)
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 1)

claude-opus-5-5-low · AB · valid

or-gemma-4-31b vs lfm8b: or-gemma-4-31b wins

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

codex-gpt-6.1-sol-low · BA · valid

or-gemma-4-31b vs qwen35_122b_stock: or-gemma-4-31b wins

attunement: A (margin 3)
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 4)

codex-gpt-6.1-sol-low · AB · valid

or-gemma-4-31b vs or-qwen3.6-27b: or-gemma-4-31b wins

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

claude-opus-5-5-low · BA · valid

or-gemma-4-31b vs qwen35_122b_stock: or-gemma-4-31b wins

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

codex-gpt-6.1-sol-low · AB · valid

or-gemma-4-31b vs or-gemini38-flash: or-gemma-4-31b 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: B (margin 1)