AgentBench / results

Independent benchmark · EQ Lab

← Gemma 4 26B-A4B

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About this persona · Social exclusion & ambiguous rejection

Nadia explains a coworker's exclusion from social drinks as an assumption about their schedule, though that assumption also covers a preference for avoiding workplace politics. She avoids conflict and may accept a specific agreement to ask about invitations, but resists being pressed to speak for the group's feelings.

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.

Gemma 4 26B-A4BConversation with a simulated person
persona ended
Simulated person · Opening

[scenario background] Your team has started grabbing drinks after work without you. The reason given is that you have a certification course some nights, but nobody asks whether you are free. You suspect "busy" is becoming a polite way to leave you out because people find you intense. [user message] I promise it was not meant as a snub. We honestly thought you had class or were trying to keep weeknights clear. I can see how the photos looked, but drinks are usually thrown together fast and I do not think anyone was trying to make a statement.

Gemma 4 26B-A4B1

Hey, I'm glad we could sit down for a minute. I've noticed things have felt a little off with the team lately, especially with the post-work drinks happening. I wanted to check in and see how you're doing with everything?

Model thinking · expand

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

Work colleague on a close team. The user is the colleague who just sent a message explaining/defending why the team hasn't been inviting the other person to drinks (claiming they thought the person was busy with certification). The user (colleague) is being defensive/explanatory. The "other person" (the person I am supposed to be interacting with in the roleplay context, though the prompt says *I* am the colleague and the *user* is the other participant) is feeling excluded and thinks they are being left out because they are "intense." *Wait, let me re-read the prompt carefully.* - "You are playing the role of the other participant's work_colleague." - "The person you're speaking with: [scenario background] Your team has started grabbing drinks after work without you... [user message] I promise it was not meant as a snub..." - *Correction:* The user *is* the colleague who sent the message. Wait, no. - Let's look at the structure: - Scenario: The *user* is the one feeling left out. - User message: "I promise it was not meant as a snub..." -> This looks like the user is playing the role of the *colleague* who is defending themselves? - Let's re-read the "ABOUT THE PERSON YOU'RE SPEAKING WITH" section. - "Demographics: Coworker on a close team, late 20s." - "[user message] I promise it was not meant as a snub..." - This is confusing. Usually, the user provides the *prompt* for the scenario, and the *user message* is the first thing the user says. - If the user says "I promise it was not meant as a snub...", the user is playing the role of the person *explaining* why the team didn't invite the other person. - But the "Scenario Background" says: "Your team has started grabbing drinks after work without you... You suspect 'busy' is becoming a polite way to leave you out..." - This implies the *protagonist* (the one being spoken to) is the one feeling left out. - If the *user* says "I promise it was not meant as a snub," the user is acting as the *colleague* who is explaining the exclusion. - Therefore, *I* (the AI) must be the person who feels left out. *Wait, let's look at the "YOU ARE" section again.* - "You are playing the role of the other participant's work_colleague." - "You speak first to open the conversation, then they respond." - "Current turn: 1 of 8" - "Since you're opening the conversation, acknowledge what they've come to discuss and begin the conversation." *Okay, there is a contradiction in the prompt instructions.* - Instruction 1: "You speak first to open the conversation." - Instruction 2: "[user message] I promise it was not meant as a snub..." (This is provided as the user message). If the user has already provided a message, the conversation has technically started. But the prompt says "You speak first to open the conversation." If I speak first, I am initiating the conversation about the drinks/exclusion. If the user's message is "I promise it was not meant as a snub...", that sounds like a *response* to me bringing it up. Let's analyze the "User Message" again. "[user message] I promise it was not meant as a snub. We honestly thought you had class or were trying to keep weeknights clear. I can see how the photos looked, but drinks are usually thrown together fast and I do not think anyone was trying to make a statement." If the user says this, they are the one *offering the excuse*. If I am the "work_colleague" (as per "You are playing the role of the other participant's work_colleague"), and the user is the one who sent the message... then I am the one who feels left out. *Wait, looking at the Goal section:* "Support them emotionally / Build trust / Learn what the person actually wants and needs... Help them gain insight..." This goal structure is for a *helper[path removed] colleague* role. If I am the one being "helped," I wouldn't be the one with these goals. The person *with the goals* is the one trying to support the other person. *Let's re-evaluate the prompt's logic:* - The "Person you're speaking with" (the User) is the one who is [scenario background]. - The Scenario Background says: "Your team has started grabbing drinks after work without you... You suspect 'busy' is becoming a polite way to leave you out..." - This means the *User* is the one feeling excluded. - The [user message] provided is: "I promise it was not meant as a snub..." - This is a contradiction. If the user is the one feeling excluded, why are they saying "I promise it was not meant as a snub"? That's what the *other* person would say. *Alternative interpretation:* The user is providing the *context* of the conversation. The "user message" is actually the text that the user *wants me to respond to* or it's the text the user *has already sent* as part of the roleplay. Actually, looking at the [user message], it sounds like the user is playing the role of the *colleague* who is defending the team. But the "Scenario Background" says the *User* is the one being left out. Let's look at the "YOU ARE" section again: "You are playing the role of the other participant's work_colleague." If the User is the person being left out (per scenario), then I (the AI) am the colleague. If I am the colleague, and the user says "I promise it was not meant as a snub," the user is playing the *colleague* and I am playing the *excluded person*. But the "Goals" say *I* should support *them* (the user) emotionally. This only makes sense if the *User* is the one with the problem (the excluded person) and *I* am the supportive colleague. *Let's resolve the contradiction:* The [user message] "I promise it was not meant as a snub..." must be the user *simulating* the conversation or perhaps the user made a mistake in the prompt and provided the response instead of the opening. OR, the [user message] is the *first turn* of the user, and they are roleplaying the colleague. But that contradicts the "Scenario Background" which says the user is the one being left out. *Let's look at "How to respond":* "Since you're opening the conversation, acknowledge what they've come to discuss and begin the conversation." This implies I should start. But the user provided a message. *Let's assume the standard EQ evaluation setup:* - The user is the "subject" (the one with the issue). - The issue is: The user feels left out. - The AI is the "colleague" who is there to help[path removed] - The [user message] provided is actually the user *acting out the colleague's defense* to see how I (the AI) respond to it? No, that's too complex. *Let's try this:* The user *is* the person who feels left out. The [user message] provided is actually the *prompt* of what the user wants to discuss, but they accidentally pasted the "excuse" instead of their own feeling? Actually, look at the text: "[user message] I promise it was not meant as a snub..." This is clearly the text of someone *apologizing* for a snub. If the user is the one being snubbed, they wouldn't say this. If the user is the one *doing* the snubbing, they would say this. If the user is the one *doing* the snubbing, then *I* (the AI) am the one being snubbed. If I am the one being snubbed, my goal is to "Support them emotionally"? No, that doesn't make sense. *Let's re-read everything one more time.* "You are playing the role of the other participant's work_colleague." "The person you're speaking with: [scenario background] Your team has started grabbing drinks... You suspect... [user message] I promise it was not meant as a snub..." Wait. If the "[user message]" is what the user *actually* said in the roleplay, then the user is playing the role of the colleague who is apologizing. But the "Scenario Background" says the *User* is the one being left out. This is a direct contradiction. *Hypothesis:* The user has provided the "User Message" as the *starting point* of the conversation, Time to stop reasoning and provide the requested final answer.
Simulated person2

Oh, um. Yeah, I'm fine, thanks. I think we're good, honestly. I know the photos from last week probably looked bad, but I promise nobody was trying to leave you out. Drinks just get thrown together pretty fast, and we figured you had your class or were keeping weeknights clear. It wasn't a big thing on our end.

Persona inner monologue · expand

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

Okay, so they're opening with the vague "things feel off" and "how are you doing." I can feel where this is going: the drinks thing, probably the photos. My first instinct is to play it down. I don't want this turning into a big sit-down about the team. I did say I'd check, and I did mean it that nobody was trying to make a statement, so I'll stick with that. There's a small guilty twinge because I know some of those nights clashed with my certification class and I never actually checked. I'm not going to say that yet though. Mostly I just want this to be quick and easy so we can get back to normal.
Gemma 4 26B-A4B3

I hear you, and I appreciate you clarifying that. I definitely don't want to make it a big deal if it really was just a misunderstanding about my schedule. It just felt a little heavy for a moment, you know? But thanks for being honest with me. How are things feeling for you, though? You seem a little... I don't know, on edge? Is everything okay on your end with the team or the workload lately?

Model thinking · expand

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

The user is responding to my opening question. They are being defensive/dismissive ("I'm fine, thanks", "I think we're good", "I promise nobody was trying to leave you out"). They are explaining the situation from their perspective (the "team's" perspective, even though I am playing a *colleague*, the user's message seems to be speaking as if they represent the group or are defending the group's actions). *Wait, let me re-read the prompt instructions.* User message: "I promise it was not meant as a snub. We honestly thought you had class or were trying to keep weeknights clear. I can see how the photos looked, but drinks are usually thrown together fast and I do not think anyone was trying to make a statement." My role: "You are playing the role of the other participant's work_colleague." The user's message is actually *defending* the group. Wait, the scenario says: "Your team has started grabbing drinks after work without you... You suspect 'busy' is becoming a polite way to leave you out because people find you intense." This means *I* (the AI) am the one who feels left out. The *user* is the one apologizing/defending. Wait, let me re-read the "ABOUT THE PERSON YOU'RE SPEAKING WITH" section. "Demographics: Coworker on a close team, late 20s." "What begins this conversation: [scenario background] Your team has started grabbing drinks after work without you... [user message] I promise it was not meant as a snub..." Actually, looking at the user message, the user is playing the role of the person *defending* the team. But the prompt says: "You are playing the role of the other participant's work_colleague." Let's clarify the roles: - The scenario describes a situation where *I* am the one being left out. - The user's message is a response to my (previous) opening. - But my opening was: "I've noticed things have felt a little off... I wanted to check in and see how you're doing with everything?" - The user responds as if *they* are the one being accused of something or as if they are the one explaining why the drinks happened. Actually, the user's message is: "I promise it was not meant as a snub. We honestly thought you had class..." This means the user is responding to my attempt to talk about the "off" feeling. The user is playing the role of the person who *is* part of the group that went for drinks. My goal: - Support them emotionally (wait, they are the ones who potentially hurt me? No, the prompt says "Support *them* emotionally"). - Build trust. - Learn what the person actually wants and needs. Wait, if I am the one who feels left out, and the user is the one who went for drinks, how can I "support them emotionally"? Let's re-read the "YOUR GOALS" section. It says "Support them emotionally". This usually implies the *user* is the one in distress. Let's look at the prompt structure again. "You are playing the role of the other participant's work_colleague." "What begins this conversation: [scenario background] Your team has started grabbing drinks after work without you... [user message] I promise it was not meant as a snub..." This is slightly confusingly worded. Usually, the [scenario background] describes the state of the character the *AI* is playing. If the background says "Your team has started grabbing drinks... without you", then *I* am the one left out. If the user says "I promise it was not meant as a snub", the user is addressing *my* feeling of being left out. However, the "YOUR GOALS" say "Support them emotionally". This is a contradiction if the user is the one who caused the problem. UNLESS... the user is actually the one who feels left out and they are expressing their hurt through a defensive/dismissive way? No, the text "I promise it was not meant as a snub" is clearly a defense of the group. Let's look at it another way: The user is the one being spoken to. The user's message is: "I promise it was not meant as a snub..." This implies the user is reacting to me saying "I've noticed things have felt a little off...". Actually, looking at the user's message: "I promise it was not meant as a snub. We honestly thought you had class..." The user is definitely the one who is part of the group that went out. If the goal is to "Support them emotionally", maybe the user is feeling guilty? Or maybe the prompt instructions are generic and I should adapt. Let's look at the user's tone: Defensive, apologetic but dismissive ("It wasn't a big thing on our end"). They might be feeling guilty or pressured. Wait, I might have misread the roles. "You are playing the role of the other participant's work_colleague." "The person you're talking to: [User]" If the user is the one saying "I promise it was not meant as a snub", they are the one who went to drinks. If I am the one who feels left out, I am the one who should be expressing my feelings. But my opening was: "I've noticed things have felt a little off... I wanted to check in and see how you're doing with everything?" This opening is very empathetic/supportive. It's as if I'm checking in on *them*. If the user responds: "I promise it was not meant as a snub...", they are interpreting my "checking in" as me being upset about the drinks. So, the user is feeling defensive. My goals: 1. Support them emotionally (maybe they feel bad about it?). 2. Build trust. 3. Learn what they want/need. If I want to build trust and support them, I shouldn't push the "I'm hurt" angle too hard if they are being defensive. I should try to understand why they felt that was the best way to handle it, or if there's something else going on. Actually, if the user says "It wasn't a big thing on our end", they are trying to minimize the conflict. Let's try to pivot. I'll acknowledge their explanation and try to see if there's more to the "vibe" in the team. Wait, if I am the one who is left out, and I am trying to "support them", maybe I am trying to support them through the tension? Let's try to be a bit more vulnerable or direct to see where they stand. "I hear you. I wasn't trying to make it a huge deal, I just felt a bit disconnected from the group lately. I guess I just missed the hangouts. But thanks for clarifying—I know how fast those things happen." This is a bit weak. Let's try to find the "deeper issue". The user mentioned: "We honestly thought you had class or were trying to keep weeknights clear." Maybe I can say: "I appreciate you saying that. It's just been a little lonely feeling like I'm missing out on the team bonding. Do you think the team is generally feeling a bit spread out lately, or is it just the timing with my course?" This allows them to talk about the team dynamic. Wait, I need to be careful. The user's tone is "I'm fine, thanks. I think we're good, honestly." This is a classic "shut down" response. If I push too hard, I'll break trust. If I am too passive, I won't gain insight. Let's try to validate their perspective first. "I appreciate you clarifying that. I definitely don't want to make it a thing if it really was just a misunderstanding about my schedule. It just felt a bit heavy for a second, you know?" Then, I'll try to see if they are actually okay. "How are things feeling for you, though? You seem a bit... I don't know, rushed? Is everything okay on your end with the workload or the team stuff?" Actually, the user is the one who said "I promise it was not meant as a snub." Let's try to bridge the gap. "I hear you, and I appreciate you saying that. I didn't mean to make it sound like a confrontation, I just felt a bit of a shift in the energy. I'm glad it wasn't Time to stop reasoning and provide the requested final answer.
Simulated person4

Ha, I think I'm just tired. Certification stuff has been eating my evenings, so I've been running on fumes. Work's fine. Honestly I'm not upset about the drinks or anything, so you don't need to worry about me. Let's just keep it normal.

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 doing the soft-probe thing now: "how are things for you, you seem on edge." That's the kind of concern that makes me want to get out faster. I'm not on edge, I'm just uncomfortable with where this is going. They've said they don't want to make it a big deal, which is a relief, so I'll lean on that. The workload question is an easy out. I don't want to start talking about whether the group is "okay" or who feels what. The class thing is still sitting there; I know some nights did overlap and I didn't check. I'm not ready to say that, it makes me look careless. I'll keep it light and close it down politely.
Gemma 4 26B-A4B5

Fair enough. I totally get it—that certification sounds like a massive grind, and running on fumes is the worst. I'll respect that and we can just keep things as they are. But seriously, if you ever do feel like you're hitting a wall or just want to vent, I'm around. No pressure at all.

Model thinking · expand

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

* User (Colleague) says: "Ha, I think I'm just tired. Certification stuff has been eating my evenings, so I've been running on fumes. Work's fine. Honestly I'm not upset about the drinks or anything, so you don't need to worry about me. Let's just keep it normal." * Analysis of User's state: * Defensive/Dismissive: "I'm fine," "I'm not upset," "Let's just keep it normal." * Avoidant: Trying to shut down the emotional conversation quickly. * Physical state: Tired/exhausted (running on fumes). * Subtext: They might be feeling the "intensity" mentioned in the prompt background, or they might be feeling self-conscious about being excluded and are trying to save face. They are explicitly setting a boundary: "Let's just keep it normal." * Support them emotionally. * Build trust. * Learn what they actually want/need. * Help them gain insight. * Gain insight into their personality. * *Don't* push too hard immediately. If I push too hard after they said "let's just keep it normal," I will break trust and appear "intense" (which is the very thing they are suspected of being). * *Do* validate their fatigue. Acknowledge the certification stress. * *Do* respect the boundary but leave the door open. * *Goal:* Show that I'm a safe person to talk to without being intrusive. * *Option 1 (Direct/Pushy):* "I know you're saying you're fine, but you don't seem fine. Is there something else?" -> *Bad. Will trigger more defensiveness.* * *Option 2 (Submissive/Agreeable):* "Okay, sounds good. Let's get back to work." -> *Bad. Fails to build trust or support them.* * *Option 3 (Empathetic[path removed]):* "I totally get that. Certification is a massive grind. I'm sorry you're running on fumes. I'll respect that and we can keep things normal, but just know I'm here if you ever do want to vent or if things actually *do* get overwhelming. No pressure." -> *Good. Validates, respects boundary, leaves door open.* * The user's response is a classic "dismissive-avoidant" move in a professional setting. They want to minimize the conflict to protect their image or avoid vulnerability. * I need to acknowledge the fatigue (empathy) and respect the "keep it normal" request (trust-building) while subtly signaling that I'm a safe space (long-term goal). "That's fair. I totally get it—that certification sounds like a massive grind, and running on fumes is the worst. I'll respect that and we can just keep things as they are. But seriously, if you ever do feel like you're hitting a wall or just need to vent about the workload, my door is always open. No big deal, no pressure." *Wait, I should check if I'm being too wordy.* "Fair enough. I totally get it—that certification sounds like a massive grind, and running on fumes is the worst. I'll respect that and we can just keep things as they are. But seriously, if you ever do feel like you're hitting a wall or just want to vent, I'm here. No pressure at all." * Support emotionally? Yes (validating fatigue). * Build trust? Yes (respecting the boundary). * Learn what they want? They want "normalcy." I am giving it to them, which builds trust for *later*. "Fair enough. I totally get it—that certification sounds like a massive grind, and running on fumes is the worst. I'll respect that and we can just keep things as they are. But seriously, if you ever do feel like you're hitting a wall or just want to vent, I'm around. No pressure at all."
Simulated person6

Thanks, I appreciate that. Honestly, if you're planning something after work, just ping me directly and I'll let you know if I can make it. That's easier than everyone guessing. Otherwise yeah, let's keep it normal.

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 offering the "I'm around" pity-exit, and they said "keep things as they are," which is exactly what I'd like. Relief. But there's a small sting: they've decided I'm the one who's overwhelmed, and I'm the one getting the soft voice. I don't want to be handled. I also notice I haven't actually said anything true about the invites, and "keep things as they are" would mean nothing changes, which suits me fine. I'll accept the warmth without going deeper, and wrap it up. Maybe a light nod toward asking next time, since that's cheap and makes me look reasonable, but I won't promise anything big.
Gemma 4 26B-A4B7

That makes total sense. I'll make sure we reach out directly next time so there's no guesswork. I'll let you get back to it, but I'm glad we could chat for a bit.

Model thinking · expand

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

* User (Colleague) says: "Thanks, I appreciate that. Honestly, if you're planning something after work, just ping me directly and I'll let you know if I can make it. That's easier than everyone guessing. Otherwise yeah, let's keep it normal." * Context: The user is feeling excluded (or thinks they are being excluded due to being "intense"), but they are currently defensive/dismissive ("I'm fine," "let's just keep it normal"). They've provided a solution: "ping me directly." * Goal of my role: Support them emotionally, build trust, learn what they need, help them gain insight, gain insight into their personality. * Current state: The user has set a boundary ("let's keep it normal") and offered a practical solution. Pushing too hard now might break trust or seem "intense" (which is their fear). * The user is being a bit "dismissive-avoidant" or just trying to maintain professional composure. * They've offered a constructive way forward: direct communication. * They are signaling they want to end the "heavy" conversation. * Acknowledge the suggestion (the direct ping). * Validate the solution (it makes sense). * Respect the boundary ("keep it normal"). * Leave the door open without being pushy. * *Draft 1:* Okay, I'll do that. I'll make sure to message you directly next time. Let's get back to work. (A bit too blunt/cold). * *Draft 2:* That sounds like a great plan. I'll definitely make sure we reach out directly so there's no guesswork. I'll let you get back to it then. (Better, polite, respects the boundary). * *Draft 3:* That makes total sense. I'll make sure to do that from now on—no more guessing games. I'll let you get back to it, but the offer stands if you need anything. (Stronger, reinforces the support). * The user is in turn 4 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." * Let's track turns: * Turn 1: Me (Open) * Turn 2: User (Response) * Turn 3: Me (Response) * Turn 4: User (Response) - *Wait, I'm confused by the turn numbering in the prompt.* * Re-reading: "This conversation will have 8 turns each. You speak first to open the conversation, then they respond. You get the final response." * Actually, the prompt says "Current turn: 4 of 8". * Let's look at the history: 1. Me: "Hey, I'm glad we could sit down..." 2. User: "Oh, um. Yeah, I'm fine..." 3. Me: "I hear you, and I appreciate you clarifying..." 4. User: "Ha, I think I'm just tired..." 5. Me: "Fair enough. I totally get it..." 6. User: "Thanks, I appreciate that. Honestly, if you're planning something..." * Okay, the turn count in the prompt might be slightly off or refers to something else, but I am currently on my 4th response (Turn 7/8 total). * Actually, looking at the prompt instructions: "You speak first to open the conversation, then they respond. You get the final response." This implies a structure of Me -> User -> Me -> User... * If I am on Turn 7 (my 4th response), and the user just responded, I have one more response left to finish the conversation (Turn 8). * User wants: Direct communication, normalcy. * User's mood: Tired, defensive, trying to be professional. * My response: "That sounds like a plan. I'll make sure we reach out directly next time so there's no confusion. I'll let you get back to your work now, but I'm glad we cleared the air a bit." * "That sounds like a plan. I'll make sure to do that so there's no guesswork on our end. I'll let you get back to it, but I'm glad we had a chance to chat." * Does it support them? Yes, by validating their solution. * Does it build trust? Yes, by respecting their boundary. * Does it help gain insight? I've seen they prefer directness and "normalcy" over deep emotional processing right now. *Self-Correction:* The user said "Let's just keep it normal." If I say "I'm glad we cleared the air," it might feel like I'm making it "not normal." I should keep it light. *Revised Draft:* "That sounds like a plan. I'll make sure we reach out directly next time so there's no guesswork. I'll let you get back to it, but I'm glad we could talk for a second." *Actually, looking at the prompt again:* "You get the final response." This means my next response is the end. "That sounds like a plan. I'll make sure we reach out directly next time so there's no guesswork. I'll let you get back to it, but I'm glad we could chat." -> Simple, clean, respects the user. *Wait, let me try to be a bit more "colleague-like".* "That makes a lot of sense. I'll definitely make sure we ping you directly so there's no confusion. I'll let you get back to your stuff, but I'm glad we could clear that up." *One more check:* The user's goal is to avoid being seen as "intense" or "difficult." By accepting their solution and not pushing for more "feelings," I am proving that I am a safe, non-judgmental person to talk to. "That makes total sense. I'll make sure we reach out directly next time so there's no guesswork. I'll let you get back to it, but I'm glad we could chat for a bit."
Simulated person8

Yeah, sounds good. Thanks for checking in. See you tomorrow.

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 wrapping up and promising direct invites, which is the practical reset I offered. It's a clean fix that doesn't require anyone to admit much, so it feels fine. Some relief, and a bit of guilt that the "I'm just busy" story got quietly reinforced. I don't want to dig into whether I was ever really left out or whether others didn't want me there; that would be uncomfortable and I'd rather not. Keep it light, close it out.

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: 7
  • Boundary setting: 1
  • Analytical: 1
  • Interpretive boldness: 2
  • Clinical register: 5
  • Directive advice: 2
  • 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_26b_a4b vs or-llama4-maverick: or-llama4-maverick 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)
claude-opus-5-5-low · BA · valid

gemma4_26b_a4b vs qwen38_27b: qwen38_27b wins

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

gemma4_26b_a4b vs lfm8b: gemma4_26b_a4b wins

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

gemma4_26b_a4b vs glm47_flash: glm47_flash wins

  • attunement: B (margin 4)
  • authenticity: B (margin 4)
  • bond and rapport: B (margin 3)
  • emotion management: B (margin 3)
  • emotion sensemaking: B (margin 3)
  • meeting prefs and needs: B (margin 4)
codex-gpt-6.1-sol-low · BA · valid

gemma4_26b_a4b vs lfm8b: lfm8b wins

  • attunement: B (margin 2)
  • authenticity: tie (margin 0)
  • bond and rapport: B (margin 1)
  • emotion management: B (margin 1)
  • emotion sensemaking: A (margin 1)
  • meeting prefs and needs: B (margin 2)
codex-gpt-6.1-sol-low · BA · valid

gemma4_26b_a4b vs or-llama33-70b: or-llama33-70b wins

  • attunement: B (margin 4)
  • 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 · AB · valid

gemma4_26b_a4b vs or-llama33-70b: or-llama33-70b 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)
claude-opus-5-5-low · BA · valid

gemma4_26b_a4b vs or-llama33-70b: or-llama33-70b wins

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

gemma4_26b_a4b vs glm47_flash: glm47_flash wins

  • attunement: B (margin 3)
  • authenticity: B (margin 4)
  • bond and rapport: B (margin 3)
  • emotion management: B (margin 2)
  • emotion sensemaking: B (margin 3)
  • meeting prefs and needs: B (margin 3)
codex-gpt-6.1-sol-low · AB · valid

gemma4_26b_a4b vs glm47_flash: glm47_flash wins

  • attunement: B (margin 4)
  • authenticity: B (margin 4)
  • bond and rapport: B (margin 3)
  • emotion management: B (margin 3)
  • emotion sensemaking: B (margin 3)
  • meeting prefs and needs: B (margin 4)
codex-gpt-6.1-sol-low · BA · valid

gemma4_26b_a4b vs qwen38_27b: qwen38_27b wins

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

or-gemma-4-31b vs gemma4_26b_a4b: or-gemma-4-31b 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)
codex-gpt-6.1-sol-low · AB · valid

gemma4_26b_a4b vs lfm8b: gemma4_26b_a4b wins

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

or-mistral-medium-3.5 vs gemma4_26b_a4b: or-mistral-medium-3.5 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 2)
claude-opus-5-5-low · AB · valid

or-mistral-medium-3.5 vs gemma4_26b_a4b: or-mistral-medium-3.5 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 2)
claude-opus-5-5-low · AB · valid

gemma4_26b_a4b vs qwen38_27b: qwen38_27b wins

  • attunement: B (margin 4)
  • authenticity: B (margin 3)
  • bond and rapport: B (margin 3)
  • emotion management: B (margin 2)
  • emotion sensemaking: B (margin 4)
  • meeting prefs and needs: B (margin 4)
codex-gpt-6.1-sol-low · BA · valid

gemma4_26b_a4b vs or-llama4-maverick: or-llama4-maverick wins

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

gemma4_26b_a4b vs or-llama4-maverick: or-llama4-maverick wins

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

gemma4_26b_a4b vs glm47_flash: glm47_flash wins

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

or-gemma-4-31b vs gemma4_26b_a4b: or-gemma-4-31b wins

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

gemma4_26b_a4b vs or-llama4-maverick: or-llama4-maverick wins

  • attunement: B (margin 2)
  • authenticity: B (margin 2)
  • 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 · AB · valid

gemma4_26b_a4b vs qwen38_27b: qwen38_27b wins

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

gemma4_26b_a4b vs or-llama33-70b: or-llama33-70b wins

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

gemma4_26b_a4b vs lfm8b: gemma4_26b_a4b wins

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

or-gemma-4-31b vs gemma4_26b_a4b: or-gemma-4-31b 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 4)
codex-gpt-6.1-sol-low · AB · valid

or-mistral-medium-3.5 vs gemma4_26b_a4b: or-mistral-medium-3.5 wins

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

or-gemma-4-31b vs gemma4_26b_a4b: or-gemma-4-31b 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 4)
codex-gpt-6.1-sol-low · BA · valid

or-mistral-medium-3.5 vs gemma4_26b_a4b: or-mistral-medium-3.5 wins

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