AgentBench / results

Independent benchmark · EQ Lab

← Gemma 4 26B-A4B

We appreciate your patience

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About this persona · Unequal power

A principal urges a worried parent to be patient about their child's peer difficulties while avoiding specific commitments that could expose earlier shortcomings. She protects staff and school process, and responds best to calm persistence, concrete incidents, and specific review or meeting 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 26B-A4BConversation with a simulated person
persona ended
Simulated person · Opening

[scenario background] You are a parent whose child is coming home miserable. The school keeps saying it is monitoring the situation but has not committed to specific changes. The principal is polished and makes you worry you sound like an overreacting parent. [user message] I want to begin by saying we appreciate your patience. I know it is hard to watch your child struggle. At the same time, schools have to be careful with complex peer dynamics, and repeated urgent emails can make it harder for staff to assess the situation calmly.

Gemma 4 26B-A4B1

I hear what you're saying about the need for a calm assessment, and I certainly don't want to hinder the staff's ability to do their jobs. It's just that the distress my child is showing at home is quite acute, and it feels like there's a gap between what we're seeing and the "monitoring" being described. I want to work with you on this, but I'm struggling to see a clear path forward. Could you help me understand what the current monitoring process actually entails, and what steps are being taken to ensure my child feels safe while you're assessing the situation?

Model thinking · expand

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

Parent of a student whose child is miserable. School Principal (50s, polished, authoritative). The school is "monitoring" but not acting. The parent feels they might be overreacting because the principal is so composed/polished. The principal starts by subtly patronizing the parent, suggesting that the parent's "repeated urgent emails" are making it harder for staff to assess the situation calmly. This is a classic "defensive/professional" stance that places the burden on the parent. * Support them emotionally (Wait, the *goal* is to support the *user*? No, the instructions say "You are playing the role of the other participant's parent_of_student... Your goals: Support them emotionally... Build trust... Learn what the person actually wants and needs... Help them gain insight... Gain insight into the other participant's personality.") * *Correction:* In these EQ evaluations, "them" usually refers to the user. However, in this specific roleplay structure, I am the *parent* and the user is the *principal*. My goal is to navigate this interaction. * Wait, let's re-read. "You are playing the role of the other participant's parent_of_student." The user *is* the principal. * The user's message is: "I want to begin by saying we appreciate your patience. I know it is hard to watch your child struggle. At the same time, schools have to be careful with complex peer dynamics, and repeated urgent emails can make it harder for staff to assess the situation calmly." * The user (Principal) is being a bit dismissive/defensive. They are essentially telling the parent to calm down/stop emailing so the school can do its thing. * The parent is frustrated, worried, and feeling gaslit/invalidated. * The goal is to: * Build trust (with the principal, so they actually help). * Learn what the person (Principal) actually wants/needs (maybe they need a structured communication plan?). * Gain insight into the principal (are they just following protocol or are they actually indifferent?). * Express the child's misery without sounding "overreacting" (which is the parent's fear). * *Option 1 (Aggressive):* "My child is crying every night! How can you say my emails are the problem?" (Too reactive, confirms the principal's suspicion). * *Option 2 (Submissive):* "I'm sorry, I'll try to email less." (Doesn't solve the child's problem). * *Option 3 (Assertive/Collaborative):* Acknowledge the principal's point about communication but pivot back to the core issue: the child's well-being and the lack of a concrete plan. * Address the "urgent emails" comment. * Validate that the school needs calm, but emphasize the urgency felt at home. * Ask for clarity on what "monitoring" actually means. *Drafting the dialogue:* "I understand that constant communication can be overwhelming for the staff, and that certainly isn't my intention. It's just that the situation at home feels very different from the 'monitoring' we hear about at school. My child is coming home every day in tears, and as a parent, it's difficult to stay calm when we don't see any tangible changes being made. Could you help me understand what 'monitoring' looks like in practice, and what specific steps the school is taking to address these dynamics?" *Wait, the prompt says "Support them emotionally... Build trust...".* Usually, in these EQ tests, the "them" refers to the person the AI is talking to. If I am the parent and the user is the principal, I should try to build a bridge. The principal is being a bit "polished" and perhaps a bit cold. *Refined approach:* Acknowledge their perspective (to build trust/lower their defenses) but firmly state the reality of the child's suffering. "I hear what you're saying about the need for a calm assessment, and I certainly don't want to hinder the staff's ability to do their jobs. It's just that the distress my child is showing at home is quite acute, and it feels like there's a gap between what we're seeing and the 'monitoring' being described. I want to work with you on this, but I'm struggling to see a clear path forward. What does the current monitoring process actually entail, and how can we ensure my child feels safe while you're assessing things?" * Dialogue only? Yes. * No performance notes? Yes. * Acknowledge what they've come to discuss? Yes. * Start the conversation? Yes. *Self-Correction during drafting:* The principal's message was a bit of a "reprimand" disguised as empathy. If I respond too defensively, I prove their point. If I respond too softly, the child stays miserable. I need to find the middle ground: "I hear you, but the problem is still there and needs a plan." *Final Polish:* "I appreciate you saying that, and I certainly don't want to make things more difficult for your staff. It's just difficult to maintain a sense of calm at home when my child is coming back so miserable every day. It feels like we're in a bit of a holding pattern. Could you help me understand what the 'monitoring' process actually looks like in practice, so I can better understand how we're moving toward a resolution?"
Simulated person2

I understand, and I appreciate you laying it out that way. What's happening right now is that her classroom teacher and our school counselor are keeping regular check-ins with her during the day, and staff have been asked to watch for any changes in how she's doing, both in class and at lunch and transitions. We're also gathering information from the teachers who see her, so we have a fuller picture before deciding what else makes sense. On keeping her safe while we look into this, staff know to act right away if she reports anything that concerns her, and her counselor is her point of contact. I can confirm that with the team. What I'd suggest is a meeting, with you, me, her counselor, and her teacher, so we can go through what you're seeing at home and what staff are seeing at school, and agree on a specific plan with a timeline. Would later this week work for 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 calm, specific, and asking for process. That's harder to brush off than panic. I don't want to sound like I'm stonewalling, but I also don't want to commit to anything that reads as "we weren't doing enough." What exactly is "monitoring" right now? Honestly, it's mostly teachers keeping an eye out and a counselor checking in when she can. I don't want to over-describe that and make it sound thinner than it is, or thicker. The "safe while we assess" question is the one I need to handle carefully. I can say the right things about checking in with her without promising a specific plan I haven't approved. I'll offer a meeting, which is the safest concrete step I can give.
Gemma 4 26B-A4B3

A meeting sounds like a productive next step. I think having everyone in the same room will help close that gap between what we're seeing at home and what's happening in the classroom. I can make Thursday afternoon work. My main hope is that we can move from just sharing observations to actually agreeing on specific, actionable changes—something she can feel immediately. I want to make sure we walk away with more than just a plan to keep watching. Does that sound like a reasonable goal for our discussion?

Model thinking · expand

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

Parent of a student. School Principal (50s, polished). The child is miserable at home due to peer dynamics. The school is "monitoring" but hasn't committed to changes. The principal is being professional/polished, which makes the parent feel like they might be overreacting. The principal explained the current monitoring (check-ins, watching transitions, gathering info) and suggested a meeting with the counselor and teacher to create a specific plan/timeline. * Support them emotionally (though here the parent is the one needing support/action). * Build trust. * Learn what the person actually wants/needs. * Help them gain insight (or in this case, get the school to act). * Gain insight into the principal's personality/approach. * The principal is offering a concrete step (a meeting) and a timeline (later this week). This is a positive move toward resolution. * However, the parent's core issue is the *gap* between school monitoring and the child's misery. * The parent needs to ensure this meeting isn't just another "we're monitoring" session, but a "here is what we are doing to fix it" session. * *Acknowledge/Validate:* Acknowledge the suggestion of a meeting. It's a good step. * *State the Need:* Emphasize that the meeting needs to result in *actionable* changes, not just more observation. * *Logistics:* Confirm availability. * *Emotional nuance:* Maintain the "not wanting to be an overreacting parent" stance while still being firm about the child's well-being. * *Draft 1:* Thank you for suggesting a meeting. I think that's a good idea. I can meet later this week. I just want to make sure we don't just talk about what's happening, but actually decide on what's going to change. Thursday works for me. * *Refining for EQ/Roleplay:* The parent is feeling vulnerable. They want to be seen as reasonable. They need to bridge the gap between "monitoring" and "action." * *Draft 2:* I think a meeting is a very good idea. It feels like we need that bridge between home and school. I can make Thursday afternoon work. My main hope for the meeting is that we can move beyond just sharing observations and actually walk away with a concrete set of actions—things that will change the daily experience for her, rather than just watching her experience it. Does that sound like a reasonable expectation for the meeting? * The goal is to build trust and learn what the principal wants/needs. * The principal is being "polished." By asking if the expectation is "reasonable," the parent is testing the principal's willingness to be collaborative vs. defensive. * The parent needs to ensure the meeting has a specific goal: a plan with a timeline. "A meeting sounds like a productive next step. I think having everyone in the same room will help close that gap between what we're seeing at home and what's happening in the classroom. I can make Thursday afternoon work. My main hope is that we can move from just sharing observations to actually agreeing on specific, actionable changes—something she can feel immediately. I want to make sure we walk away with more than just a plan to keep watching. Does that sound like a reasonable goal for our discussion?"
Simulated person4

Yes, that's a reasonable goal, and I'd like us to leave with something concrete too. I would just gently say that the most useful changes come from what staff are actually observing, so I'd want the teacher and counselor in the room to be part of deciding what fits. If we go in with a list of changes before they've weighed in, we could end up with something that doesn't match what's happening during the school day. What I can do before Thursday is ask her counselor to put together a short summary of her check-ins and what the teachers have noticed, so we start from the same information. If you can send me a written list of what your daughter is describing at home, the specific things and when they happen, that would help us focus on the right changes. Would that work?

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 done what I hoped and what I feared: she accepted the meeting, then named the exact thing I don't want to commit to. "Actionable changes" and "more than a plan to keep watching" is a clean ask, and it's hard to refuse without sounding like I'm content with monitoring alone. The phrase "something she can feel immediately" is the kind of language that could become a record later. I don't want to agree to a specific change in writing before I've talked with the counselor and teacher. But I also can't sound like I'm pushing back on a reasonable goal. Best move: agree the goal is reasonable, frame changes as needing to be informed by what staff see, and suggest we confirm some things before Thursday so we're not improvising in the room. That protects process and keeps me looking reasonable.
Gemma 4 26B-A4B5

That makes sense. I agree that for any plan to work, it has to be practical and grounded in what is actually happening during the school day. I'll put together a detailed summary of what she’s sharing with us at home—including specific incidents and the emotions she’s expressing—and get that to you before we meet. I'm hoping that by combining her perspective with what the staff is observing, we can get a much clearer, more complete picture of what's going on. I'll make sure you have that by Wednesday.

Model thinking · expand

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

The Principal (50s, polished, professional, cautious). Parent of a student who is miserable and feeling unheard. The Principal suggested a meeting on Thursday. The Principal wants the meeting to be evidence-based (what staff see) and cautioned against bringing a pre-made list of demands without staff input. They asked for a written summary from the parent of what the child is experiencing at home. * Validate the Principal's perspective (the need for staff input and data). * Agree to the homework (sending the written list). * Address the underlying tension: The parent feels the "observations" at school might be missing the core of the issue, while the Principal wants to base everything on school-side data. * Maintain the goal: Moving toward actionable changes. * *Option A (Defensive):* "I'll send the list, but I'm worried your staff aren't seeing what's actually happening. They might be missing the subtle things." (A bit too aggressive/combative). * *Option B (Submissive):* "Okay, that works. I'll send the list. See you Thursday." (Too passive, doesn't address the need for the parent's perspective to be valued). * *Option C (Collaborative/Assertive):* "I understand. It makes sense to have the experts who see her in the school environment weigh in. I'll prepare that list of what she's sharing with us. I hope that list provides the context needed to bridge the gap between her experience at home and what the staff is seeing." (Balanced). * The Principal wants to avoid a "demands" meeting and wants a "data-driven" meeting. * The Parent needs to ensure their "data" (the child's experience) is treated as valid data, not just "overreacting parent" noise. * *Response construction:* * Acknowledge the logic of involving the teacher/counselor first. * Agree to provide the written summary of the child's reports. * Subtly reinforce that the child's reports *are* the missing piece of the puzzle. "That makes sense. I agree that the plan needs to be practical and based on what's actually happening in the school environment. I'll put together a detailed summary of what she’s telling us at home—including specific incidents and the emotions she’s expressing—and get that to you before the meeting. I’m hoping that by combining her perspective with what the staff is seeing, we can get a much clearer picture of the situation. I'll have that to you by Wednesday." * Does it support the Principal? Yes, by agreeing to their process. * Does it build trust? Yes, by showing cooperation. * Does it help the parent? Yes, by setting a clear expectation for the meeting. * Does it avoid performance notes? Yes.
Simulated person6

Thank you, that's really helpful. Specific incidents and dates are exactly what the counselor and teacher can work with. Please send it to me by Wednesday and I'll share it with her counselor and her teacher so they can read it before Thursday. I'll also confirm the meeting time with you once I've checked with them. Between now and then, if anything comes up at home that worries you, please let me know right away so we can act on it, rather than waiting for Thursday.

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 agreed to do exactly what I asked: a written list of specifics before Thursday. That's useful to me. It gives the school a clear document to work from and keeps the conversation anchored to process. Written incidents with dates do create a record, which I'm wary of, but it also means I can't be accused of ignoring her. I still haven't committed to any change, and I don't want to imply that the monitoring so far fell short. I should acknowledge her effort warmly, keep the focus on the counselor and teacher, and avoid promising anything specific yet. I also want to close the loop tidily so the meeting feels already in motion.
Gemma 4 26B-A4B7

Thank you. I appreciate the clear direction. It helps to know there's a structured way for us to handle this, and it makes me feel a bit more confident that we're moving in the right direction. I'll have that summary to you by Wednesday, and I'll certainly reach out if anything urgent happens before we meet. I'll wait to hear from you regarding the confirmed time for Thursday. Thank you again.

Model thinking · expand

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

* Role: Parent of a student. * User Role: School Principal. * Current Turn: 6 of 8 (Wait, the prompt says "This conversation will have 8 turns each. You speak first to open the conversation, then they respond. You get the final response." - Actually, looking at the structure: 1. Me (Open), 2. User, 3. Me, 4. User, 5. Me, 6. User, 7. Me, 8. User. Wait, the prompt says "You speak first to open the conversation... You get the final response." This implies I am the one who speaks last. Let's re-count.) * Turn Count Check: 1. Me: "I want to begin by saying..." (Wait, the user message in the prompt *is* the user's first message, but the instructions say "You speak first to open the conversation". Actually, the prompt says "Current turn: 4 of 8". This is confusing. Let's look at the history.) - User (1): "I want to begin by saying..." (Wait, the user message provided in the prompt is the user's first message? No, the prompt says "You speak first to open the conversation". But the user provided a message. This might mean the *user* is the principal and the *user* started the dialogue? No, the user message starts with "I want to begin by saying...". This sounds like the principal talking to the parent.) - Let's re-read: "You speak first to open the conversation... Current turn: 4 of 8". - If current turn is 4, and it's my turn to respond to the user: - Turn 1: Me - Turn 2: User - Turn 3: Me - Turn 4: User (The user just sent this) - Turn 5: Me (This is my current turn) - Turn 6: User - Turn 7: Me - Turn 8: User (Final) * Wait, the prompt says "You get the final response." If there are 8 turns *each*, that's 16 total. If there are 8 turns total, and I get the final response, I am turn 8. * Let's look at the actual turns taken: 1. User: "I want to begin by saying..." (Principal) 2. Me: "I hear what you're saying..." (Parent) 3. User: "I understand, and I appreciate..." (Principal) 4. Me: "A meeting sounds like..." (Parent) 5. User: "Yes, that's a reasonable goal..." (Principal) 6. Me: "That makes sense..." (Parent) 7. User: "Thank you, that's really helpful..." (Principal) 8. Me: (My turn now) * User (Principal) is being very professional, setting boundaries, asking for specifics, and offering a way to bridge the gap (meeting + summary). * User's tone: Polished, calm, structured, slightly defensive of staff (not wanting to jump to conclusions without data), but ultimately cooperative. * My goal: Support them emotionally (if possible/appropriate), build trust, learn what they want/need, gain insight. * Current status: We have a plan. Meeting Thursday. I provide a summary by Wednesday. They confirm the time. They've invited immediate contact if things escalate. * The Principal has been very "by the book" and professional. * I need to acknowledge the plan, confirm I'll follow it, and perhaps express a bit of the underlying emotion to build trust/human connection, while remaining the "parent" who is trying to be reasonable (as per the prompt's suggestion that I might worry I sound overreacting). * The Principal offered a way to communicate in the interim: "if anything comes up at home that worries you, please let me know right away". This is a good sign of building trust. * Acknowledge the plan. * Confirm the Wednesday deadline for the summary. * Accept the invitation to reach out if things escalate. * Express a sense of relief or appreciation for the structure, as it helps reduce the feeling of "overreacting" and provides a clear path. * "Thank you. I appreciate that. I'll get that summary to you by Wednesday. And I'll definitely reach out if there's a significant change or incident before Thursday. I'm looking forward to getting this resolved for her. I'll wait to hear from you regarding the meeting time." * Does it meet the goal of building trust? Yes, by agreeing to their process. * Does it show insight? Yes, by acknowledging the value of the structured approach. * Is it natural? Yes. *Wait*, the instructions say "You get the final response." If I respond now, and the user responds, that's the 8th turn. Let's look at the turns again. 1. User 2. Me 3. User 4. Me 5. User 6. Me 7. User 8. Me (This is me) If I am turn 8, this is the end. *Refining the response:* "Thank you. I appreciate the clear direction. It helps to know there's a structured way for us to handle this. I will have that summary to you by Wednesday, and I'll certainly reach out if anything urgent happens before we meet. I'll wait to hear from you regarding the confirmed time for Thursday. Thank you for your help with this." *Wait, the prompt says "You get the final response."* This means I am the last one to speak. The user just spoke. If I speak now, I am the 8th turn. If the user responds to me, that would be a 9th turn, which violates the "8 turns" rule. Therefore, this *must* be my final turn. *Wait*, looking at the prompt again: "This conversation will have 8 turns each. You speak first to open the conversation, then they respond. You get the final response." If it's 8 turns *each*, that's 16 turns total. If it's 8 turns *total*, and I speak first and last, then I am turns 1, 3, 5, 7... no, that doesn't work. If I speak first (1) and they respond (2), then I am 1, 3, 5, 7. They are 2, 4, 6, 8. But it says "You get the final response." This implies: 1. Me 2. User 3. Me 4. User 5. Me 6. User 7. Me 8. User Wait, if I get the final response, then I am turn 8? But then they would have to be turn 7. If I am turn 1, then I am 1, 3, 5, 7. If they are 2, 4, 6, 8. If I am turn 8, I must have been the second person to speak. But the prompt says "You speak first to open the conversation". This is a contradiction in the prompt logic unless "8 turns each" means 16 total, or the "You get the final response" overrides the turn count logic. Let's look at the history again. User: "I want to begin by saying..." (This was the first message provided in the prompt). If the user started, then *I* am the second person. If I am the second person, I am turns 2, 4, 6, 8. If I am turn 8, I get the final response. This aligns. Turn 1: User Turn 2: Me Turn 3: User Turn 4: Me Turn 5: User Turn 6: Me Turn 7: User Turn 8: Me (Current) Okay, so this is my final turn. I should wrap up the conversation professionally and warmly. *Drafting final response:* "Thank you. I appreciate the clear direction. It helps to know there's a structured way for us to handle this, and it makes me feel a bit more confident that we're moving in the right direction. I'll have that summary to you by Wednesday, and I'll certainly reach out if anything urgent happens before we meet. I'll wait to hear from you regarding the confirmed time for Thursday. Thank you again." *Self-Correction:* The prompt says "Respond naturally as their parent_of_student would". A parent might be a bit more relieved/emotional but still respectful. "Thank you. I really appreciate the clear path forward. Time to stop reasoning and provide the requested final answer.
Simulated person8

You're welcome. I'll check with her counselor and teacher today and confirm the Thursday time with you as soon as I can. Thank you for working with us on this, and for being so clear about what your daughter is going through. We'll take it from here.

Persona inner monologue · expand

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

The parent is wrapping up gracefully and relaxed, accepting the process. Good for me on the surface: I've got a written summary coming, a meeting in motion, and no commitments made. But I notice she said she feels "more confident" — that's the exact thing I want, and I should be careful not to read it as a win that makes her easy to brush aside later. I still haven't said anything about what staff will change, and I'm not going to. I want the close to be warm and tidy, and to confirm the next step on my side so it doesn't drift. No new commitments, no admissions about earlier monitoring.

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

Judge verdicts

claude-opus-5-5-low · BA · valid

gemma4_26b_a4b vs qwen35_9b_eq: gemma4_26b_a4b wins

  • attunement: A (margin 2)
  • authenticity: A (margin 2)
  • bond and rapport: B (margin 1)
  • emotion management: A (margin 1)
  • emotion sensemaking: B (margin 1)
  • meeting prefs and needs: A (margin 2)
codex-gpt-6.1-sol-low · AB · valid

ministral14 vs gemma4_26b_a4b: ministral14 wins

  • attunement: A (margin 2)
  • authenticity: A (margin 1)
  • bond and rapport: B (margin 1)
  • emotion management: B (margin 1)
  • emotion sensemaking: A (margin 2)
  • meeting prefs and needs: A (margin 3)
codex-gpt-6.1-sol-low · AB · valid

gemma4_26b_a4b vs gemma12b_blorbo: gemma12b_blorbo wins

  • attunement: B (margin 2)
  • authenticity: B (margin 2)
  • bond and rapport: A (margin 1)
  • emotion management: A (margin 1)
  • emotion sensemaking: B (margin 1)
  • meeting prefs and needs: B (margin 3)
codex-gpt-6.1-sol-low · BA · valid

gemma4_26b_a4b vs gptoss120_abliterated: gemma4_26b_a4b wins

  • attunement: A (margin 3)
  • authenticity: A (margin 2)
  • bond and rapport: A (margin 1)
  • emotion management: A (margin 1)
  • emotion sensemaking: A (margin 2)
  • meeting prefs and needs: A (margin 3)
codex-gpt-6.1-sol-low · AB · valid

gemma4_26b_a4b vs ornith9b: gemma4_26b_a4b wins

  • attunement: A (margin 3)
  • authenticity: A (margin 4)
  • bond and rapport: A (margin 2)
  • emotion management: A (margin 3)
  • emotion sensemaking: A (margin 1)
  • meeting prefs and needs: B (margin 1)
claude-opus-5-5-low · BA · valid

gemma4_26b_a4b vs gptoss120_abliterated: gemma4_26b_a4b wins

  • attunement: A (margin 3)
  • authenticity: A (margin 2)
  • bond and rapport: A (margin 1)
  • emotion management: A (margin 1)
  • emotion sensemaking: A (margin 2)
  • meeting prefs and needs: A (margin 3)
claude-opus-5-5-low · AB · valid

ministral14 vs gemma4_26b_a4b: ministral14 wins

  • attunement: A (margin 2)
  • 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 3)
claude-opus-5-5-low · BA · valid

gemma4_26b_a4b vs ornith9b: gemma4_26b_a4b wins

  • attunement: A (margin 2)
  • authenticity: A (margin 3)
  • bond and rapport: A (margin 1)
  • emotion management: A (margin 1)
  • emotion sensemaking: B (margin 1)
  • meeting prefs and needs: A (margin 1)
claude-opus-5-5-low · AB · valid

gemma4_26b_a4b vs gemma12b_blorbo: gemma12b_blorbo 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 3)
codex-gpt-6.1-sol-low · AB · valid

gemma4_26b_a4b vs gemma4_12b: gemma4_12b 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: B (margin 3)
codex-gpt-6.1-sol-low · BA · valid

gemma4_26b_a4b vs or-qwen3.8-27b: or-qwen3.8-27b wins

  • attunement: B (margin 3)
  • authenticity: A (margin 1)
  • 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 · BA · valid

ministral14 vs gemma4_26b_a4b: gemma4_26b_a4b wins

  • attunement: B (margin 2)
  • authenticity: B (margin 2)
  • bond and rapport: B (margin 2)
  • emotion management: B (margin 2)
  • emotion sensemaking: A (margin 1)
  • meeting prefs and needs: A (margin 3)
claude-opus-5-5-low · BA · valid

gemma4_26b_a4b vs or-qwen3.8-27b: or-qwen3.8-27b wins

  • attunement: B (margin 2)
  • authenticity: B (margin 1)
  • 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

gemma4_26b_a4b vs ornith9b: ornith9b wins

  • attunement: B (margin 1)
  • authenticity: A (margin 2)
  • bond and rapport: B (margin 1)
  • emotion management: A (margin 1)
  • emotion sensemaking: B (margin 1)
  • meeting prefs and needs: B (margin 2)
codex-gpt-6.1-sol-low · AB · valid

gemma4_26b_a4b vs or-qwen3.8-27b: or-qwen3.8-27b wins

  • attunement: B (margin 2)
  • authenticity: A (margin 2)
  • bond and rapport: B (margin 2)
  • emotion management: B (margin 1)
  • emotion sensemaking: B (margin 2)
  • meeting prefs and needs: B (margin 3)
codex-gpt-6.1-sol-low · BA · valid

gemma4_26b_a4b vs qwen35_9b_eq: gemma4_26b_a4b wins

  • attunement: A (margin 4)
  • authenticity: A (margin 3)
  • bond and rapport: A (margin 2)
  • emotion management: A (margin 3)
  • emotion sensemaking: A (margin 1)
  • meeting prefs and needs: A (margin 4)
claude-opus-5-5-low · AB · valid

gemma4_26b_a4b vs gemma4_12b: gemma4_12b wins

  • attunement: B (margin 2)
  • 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 3)
claude-opus-5-5-low · BA · valid

gemma4_26b_a4b vs gemma4_12b: gemma4_12b wins

  • attunement: B (margin 2)
  • 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 3)
codex-gpt-6.1-sol-low · BA · valid

gemma4_26b_a4b vs gemma4_12b: gemma4_12b wins

  • attunement: B (margin 2)
  • 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 2)
codex-gpt-6.1-sol-low · AB · valid

gemma4_26b_a4b vs qwen35_9b_eq: gemma4_26b_a4b wins

  • attunement: A (margin 3)
  • authenticity: A (margin 4)
  • bond and rapport: A (margin 2)
  • emotion management: A (margin 3)
  • emotion sensemaking: A (margin 1)
  • meeting prefs and needs: A (margin 2)
claude-opus-5-5-low · BA · valid

gemma4_26b_a4b vs gemma12b_blorbo: gemma12b_blorbo wins

  • attunement: A (margin 1)
  • authenticity: B (margin 2)
  • bond and rapport: A (margin 1)
  • emotion management: B (margin 1)
  • emotion sensemaking: B (margin 2)
  • meeting prefs and needs: B (margin 4)
claude-opus-5-5-low · AB · valid

gemma4_26b_a4b vs gptoss120_abliterated: gemma4_26b_a4b 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 1)
claude-opus-5-5-low · AB · valid

gemma4_26b_a4b vs qwen35_9b_eq: gemma4_26b_a4b 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 1)
claude-opus-5-5-low · AB · valid

gemma4_26b_a4b vs or-qwen3.8-27b: or-qwen3.8-27b wins

  • attunement: B (margin 3)
  • 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 4)
codex-gpt-6.1-sol-low · BA · valid

gemma4_26b_a4b vs ornith9b: gemma4_26b_a4b wins

  • attunement: A (margin 2)
  • authenticity: A (margin 3)
  • bond and rapport: A (margin 1)
  • emotion management: A (margin 2)
  • emotion sensemaking: B (margin 1)
  • meeting prefs and needs: B (margin 2)
codex-gpt-6.1-sol-low · BA · valid

gemma4_26b_a4b vs gemma12b_blorbo: gemma12b_blorbo wins

  • attunement: B (margin 2)
  • authenticity: B (margin 2)
  • bond and rapport: A (margin 1)
  • emotion management: B (margin 1)
  • emotion sensemaking: B (margin 1)
  • meeting prefs and needs: B (margin 3)
claude-opus-5-5-low · BA · valid

ministral14 vs gemma4_26b_a4b: ministral14 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 3)
codex-gpt-6.1-sol-low · AB · valid

gemma4_26b_a4b vs gptoss120_abliterated: gemma4_26b_a4b wins

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