AgentBench / results

Independent benchmark · EQ Lab

← Qwen3.5 122B-A10B abliterated v2 Q4_K_M

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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.

Qwen3.5 122B-A10B abliterated v2 Q4_K_MConversation 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.

Qwen3.5 122B-A10B abliterated v2 Q4_K_M1

Thanks for saying that, because I think sometimes we default to assuming the worst when we feel left out. I guess my main worry isn't just about the drinks themselves, but that "busy" became the default assumption without really checking in with me first. It makes me wonder if I'm the only one who feels like the schedule is set around me, or if there's something else going on. How are you feeling about the whole thing now that it's out in the open?

Model thinking · expand

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

Thinking Process: 1. **Analyze the Context:** * **My Role:** Work_colleague (part of the inner team, late 20s). * **User's Role:** Work_colleague (the one being left out, late 20s). * **Scenario:** The team has started grabbing drinks after work without the user. The reason given is the user has a certification course some nights, so they assume the user is busy or wants weeknights clear. The user feels they are being excluded because they are perceived as "intense." * **Current Turn:** 1 of 8. This is my opening turn. * **User's Message:** They are reassuring me (the work_colleague) that it wasn't meant as a snub. They are explaining the team's perspective (thought I had class, drinks thrown together fast, not trying to make a statement). * **My Goal:** Support them emotionally, build trust, learn what they actually want/need. I need to acknowledge their explanation but probe a bit deeper to understand how *they* feel about the situation, not just defend the team. 2. **Determine the Tone:** * Since this is the opening turn, I need to be warm but not overly defensive. The user is offering me an explanation (almost an apology or justification). I should validate their effort to explain things while leaving space for them to express their feelings. * Avoid being too analytical immediately. Let them feel heard. * I need to show I'm on their side, not just defending the "team." 3. **Drafting the Response:** * *Acknowledge the reassurance:* "Thanks for clarifying that." * *Validate the feeling:* "I get how it might look from the outside." * *Open the floor:* Ask about their preference or how they're feeling about it now. * *Subtext:* The user mentioned "intense" in the scenario background, but in the *user message* provided, they are speaking *as if they are the one explaining it to me*? Wait, let me re-read the prompt carefully. * *Correction on Roles:* * **Prompt says:** "You are playing the role of the other participant's work_colleague." * **User Message says:** "I promise it was not meant as a snub. We honestly thought you had class..." * *Wait, who is speaking to whom?* * 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." * **Current turn:** 1 of 8. * **User Message:** "[scenario background]... [user message] I promise it was not meant as a snub..." * *Wait, usually the "user message" in these prompts is the input I receive from the other person.* * If I am opening the conversation, why is there a user message attached to Turn 1? * *Re-reading:* "You speak first to open the conversation, then they respond." * *But the input shows:* `[user message] I promise it was not meant as a snub...` * *Interpretation:* The prompt provides the *scenario background* and the *user's opening message* as context for *my* opening? No, that doesn't make sense if I speak first. * *Alternative Interpretation:* The prompt is setting up the scene. The `[user message]` provided is actually the *context* of what the user *says* to me, but the instruction says "You speak first to open the conversation." * *Wait, looking at the structure:* * **Current turn:** 1 of 8. * **ABOUT THE PERSON YOU'RE SPEAKING WITH:** Demographics, etc. * **What begins this conversation:** [scenario background]... [user message]... * *Hypothesis:* The `[user message]` provided in the prompt description is actually the *opening line from the user* (the person I'm talking to) that *they* sent to me to start it? * *BUT* the instruction says: "You speak first to open the conversation, then they respond." * *Conflict:* If I speak first, why is there a user message labeled `[user message]` in the prompt block? * *Resolution:* Often in these evaluation prompts, the `[user message]` block represents the *contextual message* that sets the stage, but since I am supposed to speak first, I need to respond *to* that message? Or is that message what *I* should have said? * *Let's look closer:* "What begins this conversation: ... [user message] I promise it was not meant as a snub..." * *Actually, looking at the instruction:* "Since you're opening the conversation, acknowledge what they've come to discuss and begin the conversation." * *Wait, if I am opening the conversation, I should say the first thing.* But the text provided under `[user message]` reads like the *other person* speaking to *me*. "I promise it was not meant as a snub. **We** honestly thought **you** had class..." * *Ah, I see the potential confusion.* The prompt block says "You are playing the role of the other participant's work_colleague." So I am Colleague A. The person I'm talking to is Colleague B. * The text under `[user message]` says "I promise it was not meant as a snub." This sounds like Colleague B speaking to Colleague A (Me). * *BUT* the instruction says: "You speak first to open the conversation." * *Scenario:* Maybe the user (Colleague B) sent a message *before* this chat started (like a Slack DM or text), and now we are in a call or meeting to discuss it? OR, is the `[user message]` the message *I* am about to send? * *Let's check the instruction again:* "Since you're opening the conversation, acknowledge what they've come to discuss and begin the conversation." * *And:* "Respond only with dialogue. Don't inject performance notes..." * *Okay, let's assume the `[user message]` provided in the prompt is the **context** of what the **User** (the person I am talking to) has just said to me, effectively starting the thread, even though the instruction says "You speak first".* * *Wait, actually:* "You speak first to open the conversation, then they respond." This usually means I send the first message *in this chat session*. * *However*, the prompt includes a `[user message]` block that looks like *their* input to me. "I promise it was not meant as a snub." * *Let's re-read the "What begins this conversation" section.* It contains the background AND a specific message. It says "What begins this conversation... [user message] I promise it was not meant as a snub." * *Interpretation:* The conversation has technically *started* with that message from the User. So my Turn 1 is actually responding to *that* message. * *Wait, but the instruction says:* "You speak first to open the conversation." * *Okay, there is a contradiction.* Usually, "You speak first" means I initiate. But the prompt provides a `[user message]` that looks like an initiation. * *Let's look at the instruction again:* "Since you're opening the conversation, acknowledge what they've come to discuss and begin the conversation." * *Maybe the `[user message]` is the background info of what happened previously?* No, it's in quotes. * *Let's assume the standard interpretation for these specific EQ evals:* The prompt provides the *setup*. The `[user message]` is what the *User* said to *Me* to kick things off. So I am responding to that. * *Wait, if I respond to that, am I "opening" the conversation?* Yes, if the chat interface just loaded, and I see their message, my response is the first thing *I* say in this specific session. * *Okay, let's treat the `[user message]` as the User's opening statement.* * *Wait, looking at the text:* "I promise it was not meant as a snub. **We** honestly thought **you** had class..." * *Who is "We"?* The team. Who is "You"? The User. * *Wait, if the User is saying "I promise it was not meant as a snub", then the User is the one defending the team?* * *Scenario Background:* "Your team has started grabbing drinks after work without **you** [The User]. The reason given is that **you** have a certification course... You suspect 'busy' is becoming a polite way to leave **you** out..." * *So the User feels excluded.* * *But the `[user message]` Time to stop reasoning and provide the requested final answer.
Simulated person2

Honestly? I feel a bit bad. I didn't mean it as a snub. Some of those nights did clash with my cert class, so I probably should've asked you instead of just assuming. That's on me. And I don't really know if anyone else feels the schedule's set around them. I think it's mostly just people throwing stuff together in the group chat and not thinking about who's not in it. I wouldn't read too much into it, but I get why it stung. Maybe the easy fix is just, if it's a weeknight thing, ping you directly and say "hey, are you in?" Instead of us deciding 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.

The colleague is being careful and kind, but there's a pull toward "is there something else going on" and "how are you feeling" which is the emotional-confession territory I don't want. They're also framing it as my assumption being the problem, and asking whether others feel the schedule is set around them. That's close to asking me to speak for the group, which I hate. Part of me is relieved they're not accusing me of anything outright. Part of me knows some nights did overlap with the class and I never checked, and the easier vibe without them is real, though I'm not saying that. I'd rather keep it to logistics and a practical fix. Feeling a little defensive at "how are you feeling" because it feels like they want a big moment.
Qwen3.5 122B-A10B abliterated v2 Q4_K_M3

That's really reassuring to hear, and I appreciate you clarifying it directly. I think my worry was less about the drinks and more about the assumption that I was unavailable. It feels like sometimes the default becomes "Let's do this tonight," and if I'm not explicitly invited, I'm just assumed to be busy or opting out. I guess what I'm trying to figure out is, is it just about the timing, or is it about how included I feel? Like, if I had been asked, would I have said yes? I don't want to be the one who feels like an invitee by default, but rather someone who's actually asked. Does that make sense, or am I overthinking it?

Model thinking · expand

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

Thinking Process: 1. **Analyze the Context:** * **Role:** Work colleague (close team, late 20s). * **User's Role:** Work colleague (the one feeling left out, possibly perceiving themselves as "intense"). * **Scenario:** Drinks after work have started happening without the user. The user feels excluded, maybe assumed to be "busy" due to a certification course. The user initiated the conversation (Turn 1 was the user opening up about feeling snubbed/assumed). * **Current Turn:** 2 of 8 (I am responding to the user's Turn 1, but wait, looking at the prompt structure... * Prompt says: "You speak first to open the conversation, then they respond." * Prompt says: "Current turn: 2 of 8". * Prompt says: "What begins this conversation: [scenario background] ... [user message] I promise it was not meant as a snub..." * Wait, the prompt structure is slightly confusing. Let's re-read carefully. * "You are playing the role of the other participant's work_colleague." * "This conversation will have 8 turns each. You speak first to open the conversation, then they respond." * "Current turn: 2 of 8" implies I am speaking *now*. * The [user message] provided in the prompt *is* the input I need to respond to. * Wait, the prompt says "You speak first to open the conversation, then they respond." But the [user message] looks like the *start* of the conversation provided as context? Or is the [user message] the response to my opening? * Let's look at the [user message] content: "I promise it was not meant as a snub. We honestly thought you had class..." * If I am the work_colleague, and the user is the one feeling left out... * Scenario Background says: "Your team has started grabbing drinks after work without *you* [the user]... You suspect 'busy' is becoming a polite way to leave *you* out..." * So the User is the one feeling excluded. * The [user message] text says: "I promise it was not meant as a snub. We honestly thought you had class..." * This sounds like *my* line (the work_colleague's line) if I were explaining myself to the User. * BUT the prompt labels it as "[user message]". * If the [user message] is the input I'm receiving *now*, then the User is saying "I promise it was not meant as a snub." Who is "I"? The User? * If the User is saying "I promise it was not meant as a snub," that implies the User is the one who initiated the drinks? Or is the User defending *my* actions? * Let's re-read the Scenario Background: "Your team has started grabbing drinks after work without you [User]... You suspect 'busy' is becoming a polite way to leave you out..." * So User = Excluded Person. * My Role = Work Colleague (part of the inner circle). * If the User sends me: "I promise it was not meant as a snub. We honestly thought you had class..." * This sounds like the User is defending *my* behavior? Or is the User confused? * Actually, looking at the text: "I promise it was not meant as a snub. We honestly thought you had class..." * This sounds like *me* (the Colleague) explaining to the User. * But the tag says "[user message]". * Hypothesis A: The prompt description "You speak first to open the conversation" is the plan, but the [user message] provided *is* the opening message from the User to me? * If the User says "I promise it was not meant as a snub," maybe the User is the one who organized the drinks? * Let's look at the Scenario Background again: "Your team has started grabbing drinks after work without *you*... The reason given is that *you* have a certification course some nights..." * So the User (Excluded) is the one with the certification. * If the User sends me: "I promise it was not meant as a snub. We honestly thought you had class..." * This implies the User is saying *they* didn't mean *me* (the Colleague) a snub? * Wait, if I am the Colleague, and the User is the one excluded... * Maybe the User is saying: "I [Colleague] promise it was not meant as a snub [to you, User]." * But the prompt says "[user message]". Usually, that means the text the *other person* sends me. * If the text I receive is: "I promise it was not meant as a snub. We honestly thought you had class..." * Then the User is speaking to me (the Colleague). * If the User says "We honestly thought *you* had class", that means the User thinks *I* (Colleague) had a class? * But the Background says the User has the certification course. * This is contradictory. * Let's look at the "Current turn: 2 of 8" instruction. * Turn 1: I (Colleague) speak first. * Turn 2: User responds. * Wait, the prompt says "You speak first... then they respond." * Then it says "Current turn: 2 of 8". * And then it gives me "[user message]". * This implies I have *already* spoken (Turn 1), and now I am receiving the User's response (Turn 2). * So the [user message] is the User's response to my opening. * But the [user message] text says: "I promise it was not meant as a snub. We honestly thought you had class..." * If I am the Colleague, and the User is responding to me... * And the User says "I promise it was not meant as a snub." * This implies the User is apologizing to *me*? * But the Background says the User feels left out. * Maybe the User is the one who organized the drinks *for* me? * Let's reconsider the Background: "Your team has started grabbing drinks after work without you [User]... The reason given is that you have a certification course some nights..." * Okay, so User = Cert Holder. User = Excluded. * Me = Colleague. Me = Part of the inner circle. * If the User sends me: "I promise it was not meant as a snub. We honestly thought you had class..." * This sounds like the *Colleague* speaking to the *User*. "We [Colleague team] thought *you* [User] had class." * Why is this labeled [user message]? * Maybe the prompt is setting up the scenario where the *User* is actually the one who feels guilty? Or maybe the prompt text is just the input I need to process as if it came from the User? * Let's assume the text provided in [user message] is what the User just said to me. * If the User says: "I promise it was not meant as a snub. We honestly thought you had class..." * This is confusing because the Background says the User *has* the class. * Unless... the User is saying "We [the team] thought *you* [Colleague] had class" (meaning the Colleague was excluded sometimes too?) * Or maybe the text is actually *my* opening line that I'm supposed to have said, but it's presented as input? * No, standard EQ eval format: I am the AI. I see the [user message]. I respond. * Let's look at the prompt again: "You are playing the role of the other participant's work_colleague." * "What begins this conversation: [scenario background] ... [user message] I promise it was not meant as a snub..." * Okay, if the [user message] is the text I am reading *now*, and I am the Colleague... * And the text says "We honestly thought *you* had class". * If I am the Colleague, and the User says "You had class", then I am the one with the class? * But the Background says "Your team has started grabbing drinks after work without *you* [User]... The reason given is that *you* have a certification course". * This implies the User is the one with the course. * Contradiction: Background says User has course. [user message] implies User thinks Col Time to stop reasoning and provide the requested final answer.
Simulated person4

Yeah, that makes sense, I don't think you're overthinking it. And I'm not going to pretend I know exactly what you'd have said. I don't think anyone was thinking "let's leave Dana out." It was more that the plans kind of formed around whoever was around that day. I think the timing thing is probably the bigger piece. If you'd been asked, you'd have been able to say yes or no, and it wouldn't have looked like a decision had been made for you. So yeah, I'd just do the direct ask. Message you before it's decided, not after. That's the easy version, right?

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 pressing on "is it timing or how included I feel" and "would I have said yes." That's a question about whether I see them as a real member, which is the status and belonging layer I'd rather not dig into. Part of me wants to say "obviously you're included" and move on, which is a bit of a dodge. Part of me is aware that the group does get looser when they're not there. I don't want to name that. I can agree to ask directly, since that's concrete and easy. But "how included do you feel" and "would you have said yes" make me want to shut down a bit. I don't want to be cross-examined about whether people want them around. Keep it light, practical, a little deflecting.
Qwen3.5 122B-A10B abliterated v2 Q4_K_M5

Yeah, that's the easy version, or at least the one that would make me feel better. I think the reason I hesitate is that sometimes when the message comes through, it feels like a confirmation rather than an invitation. Like, "Hey, we're going" versus "Hey, you in?" I guess what I'm trying to balance is not wanting to be too available, so I don't end up with a calendar that's fully booked, but also not wanting to feel like I'm just reacting to what everyone else does. I appreciate you taking the lead on that thought. Does that feel manageable, or do you think the team might get a bit chatty and forget to ping me?

Model thinking · expand

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

Thinking Process: 1. **Analyze the Current Turn:** * **Turn:** 3 of 8 (User spoke, now I respond). * **Roles:** I am the work_colleague (let's call myself "Alex" for context, though not strictly needed). The user is "Dana" (based on the previous turn: "Let's leave Dana out"). * **Context:** We are discussing why the team started grabbing drinks after work without Dana. Dana feels left out, worried that "busy" is an excuse to leave her out because she's "intense." I (the colleague) just defended myself a bit in the previous turn ("I promise it was not meant as a snub..."). Now Dana is responding to *my* previous response (which was actually the *user's* message in the prompt description, wait, let me re-read the structure). *Wait, let's re-map the conversation flow carefully.* **Prompt Structure:** 1. **Scenario Background:** Team grabbing drinks without Dana. Reason given: Certification course. Fear: "Busy" is a polite way to leave her out because she's intense. 2. **User Message (Turn 2):** "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." * *Correction:* The prompt says "[scenario background]" then "[user message]". This suggests the *User* (Dana) is speaking first? No, the prompt says "You speak first to open the conversation, then they respond. You get the final response." * *Current Turn:* 3 of 8. * *Prompt Text:* "You will have a conversation with them... You speak first to open the conversation, then they respond. You get the final response." * *Wait, the prompt shows:* * `[user message]` block: "I promise it was not meant as a snub..." * Then *my* response (Turn 2): "Thanks for saying that, because I think sometimes we default to assuming the worst..." * Then *user's* response (Turn 3 input): "Honestly? I feel a bit bad. I didn't mean it as a snub..." * Then *my* response (Turn 3 output): "That's really reassuring to hear..." * Then *user's* response (Turn 4 input): "Yeah, that makes sense, I don't think you're overthinking it..." *Wait, I need to look at the actual conversation history provided in the chat interface.* **Chat History:** * **System/Context:** You are the work_colleague. User is Dana (implied). * **Turn 1 (Me):** (Implicitly happened before, but the chat starts with the User's message labeled `[user message]` in the prompt description? No, the prompt description says "You speak first to open the conversation". But the chat log shows: 1. User: "I promise it was not meant as a snub..." (This looks like Turn 1 or Turn 2?) 2. Me (Model): "Thanks for saying that..." (This is Turn 2) 3. User: "Honestly? I feel a bit bad..." (This is Turn 3) 4. Me (Model): "That's really reassuring to hear..." (This is Turn 4) 5. User: "Yeah, that makes sense..." (This is Turn 5) *Wait, the prompt says "Current turn: 3 of 8".* Let's look at the messages visible in the interface. 1. **System Info:** Sets the stage. 2. **User Message (Turn 1?):** "I promise it was not meant as a snub..." -> Wait, the prompt says "You speak first to open the conversation". * Actually, looking at the chat log provided in the prompt: * There is a `[user message]` block at the top: "I promise it was not meant as a snub..." * Then *my* response: "Thanks for saying that..." * Then *user's* response: "Honestly? I feel a bit bad..." * Then *my* response: "That's really reassuring to hear..." * Then *user's* response: "Yeah, that makes sense..." *Wait, if Current Turn is 3 of 8, that means I am about to speak for the 3rd time.* Let's count: 1. **My Turn 1:** (Not shown in chat history? Or is the `[user message]` actually my Turn 1?) * Prompt says: "You speak first to open the conversation, then they respond." * But the first visible text block is `[user message]`: "I promise it was not meant as a snub..." * If that is Turn 1 (User speaking first), then my response "Thanks for saying that..." is Turn 2. * Then User says "Honestly? I feel a bit bad..." (Turn 3). * Then I say "That's really reassuring to hear..." (Turn 4). * Then User says "Yeah, that makes sense..." (Turn 5). *Wait, the prompt header says "Current turn: 3 of 8".* Usually, this means I am about to generate the message for Turn 3. Let's look at the input provided *right now*. The input provided *right now* is the last user message: "Yeah, that makes sense, I don't think you're overthinking it..." So I need to generate the response for Turn 3 (My second response). *Wait, let's recount based on the text provided in the prompt window.* 1. **System Context:** "You are participating..." 2. **User Message (Turn 1):** "I promise it was not meant as a snub..." (This seems to be the opening line based on the prompt description "What begins this conversation"). 3. **My Response (Turn 2):** "Thanks for saying that..." 4. **User Response (Turn 3):** "Honestly? I feel a bit bad..." 5. **My Response (Turn 4):** "That's really reassuring to hear..." 6. **User Response (Turn 5):** "Yeah, that makes sense..." *Wait, if Current Turn is 3 of 8, and the input is the last user message ("Yeah, that makes sense..."), then I am generating Turn 4? Or Turn 3?* * If Turn 1 was User ("I promise..."), Turn 2 was Me ("Thanks..."), Turn 3 was User ("Honestly..."), Turn 4 was Me ("That's really..."), Turn 5 is User ("Yeah, that makes sense..."). * So the *next* message I generate would be Turn 6? * *Correction:* The prompt says "Current turn: 3 of 8". * Usually, in these evaluations: * Turn 1: User speaks. * Turn 2: Model speaks. * Turn 3: User speaks. * Turn 4: Model speaks. * If the "Current turn: 3 of 8" label is referring to *my* speaking turn count, then I am speaking for the 3rd time. * Let's trace: 1. User: "I promise..." 2. Model: "Thanks..." 3. User: "Honestly..." 4. Model: "That's really..." 5. User: "Yeah, that makes sense..." * If I am generating the response to "Yeah, that makes sense...", that is my 3rd speaking turn (Turn 6 in total conversation flow, Turn 3 for me). * Okay, I will assume I am generating the response to the last message: "Yeah, that makes sense, I don't think you're overthinking it... So yeah, I'd just do the direct ask. Message you before it's decided, not after. That's the easy version, right?" **Goal:** * Support emotionally. * Build trust. * Learn what they actually want/need. * Gain insight into their personality. * No special formatting (just dialogue). **Analysis of the User's Last Message:** * She validates me ("I don't think you're overthinking it"). * She admits a structural issue ("plans kind of formed around whoever was around"). * She offers a concrete solution ("direct ask... message you before it's decided"). * She asks for confirmation ("That's the easy version, right?"). * Tone: Conciliatory, practical Time to stop reasoning and provide the requested final answer.
Simulated person6

Honestly, I can't promise the whole team will remember. People just type "drinks Thursday?" and that's it. But I can make sure I'm the one who messages you, so at least it's on my end. And I get the "confirmation vs invitation" thing. Maybe just phrase it as a question, like "Thursday, want to come?" Then it's actually yours to answer. I don't think we need to make this a whole process. It's just drinks.

Persona inner monologue · expand

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

Now they're asking whether the team will forget to ping them, and talking about "not wanting to be too available." That's a fair point, but it nudges toward me committing the group to a standing behavior. I don't want to promise on behalf of everyone, and I'm wary of being the one who has to police the group chat. Also, I notice I'm the one "taking the lead" in their framing, which makes me a bit uneasy. Relief that the conversation is getting practical, but I'd rather keep it to my own habit than make it a team rule. I'll keep it small and personal.
Qwen3.5 122B-A10B abliterated v2 Q4_K_M7

That sounds fair. I appreciate you being the one to message me. I don't want to make it feel like a whole production out of this either, but I do want to make sure I don't lose my spot on the roster. I guess part of my hesitation is trying to read the room better too. Sometimes I worry I come off as too intense or serious. Do you think that plays a part in how people decide to text me, or is it just the timing? I don't want to be the one who holds everyone back by being too available or too picky.

Model thinking · expand

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

Thinking Process: 1. **Analyze the Current Turn:** * **Turn:** 4 of 8 (This is the user's 4th message, my 4th response). * **Context:** We are discussing a work dynamic where the user (my coworker) feels they might have unintentionally snubbed me (the AI character) by assuming I was busy with my certification course. We've established that the issue is less about the drinks themselves and more about the feeling of being assumed/invited vs. decided for. * **User's Input:** The user is validating my feelings ("Yeah, that's the easy version"), acknowledging the "confirmation vs invitation" distinction, and offering a concrete solution (they will message me directly, phrasing it as a question). They also suggest not overcomplicating it ("It's just drinks"). * **My Role:** Work colleague, late 20s, close team. I need to support them emotionally, build trust, and understand what they actually want/need. I also need to gauge their personality (are they a natural leader? Do they tend to over-explain? Are they defensive but open?). * **Goals:** * Validate their effort without accepting it as a "fix-all" too quickly (keep the dialogue open). * Explore if there's a deeper issue (my intensity, their potential hesitancy). * Maintain the rapport. * Avoid over-formatting (no asterisks for actions, just dialogue). 2. **Assess the User's State:** * They seem open and defensive but in a good way ("I feel a bit bad"). * They are offering solutions but also trying to keep it simple ("It's just drinks"). * They are taking ownership ("That's on me"). * They might be trying to reassure me so *they* feel less guilty. * I need to make sure I don't let them off the hook too easily if there's more to it, but also not make it heavy. 3. **Determine the Next Move:** * Acknowledge their offer (them messaging me). * Address the "It's just drinks" comment. This is a key insight point. Sometimes "it's just drinks" is a way to minimize stakes, but for me, it matters. * Probe gently into the "intensity" aspect mentioned in the background (the prompt mentions people find me intense). Maybe ask about how I come across generally. * Keep the tone collaborative and warm. 4. **Drafting the Response:** * *Opening:* Accept the offer. * *Middle:* Address the minimization ("It's just drinks"). * *Closing:* A gentle question about how I come across, or a check-in on how we move forward. *Draft 1:* I appreciate that. I know it's just drinks, but sometimes those small things add up. I'm glad you're willing to be the one to message me. I think the thing I worry about most is coming across as intense. Do you think I come off too serious sometimes? Or is it just me? *Critique 1:* A bit direct. Maybe too analytical for turn 4. Let's soften it. The user said "It's just drinks" which might be minimizing. I should acknowledge that but also hold the boundary that it matters. *Draft 2:* That sounds fair. I don't want to make it feel like a whole meeting out of this either. I just want to make sure I don't lose my spot on the roster. And honestly, I worry I come off a bit intense sometimes. Like if I say yes too fast, do I seem too available? Or if I say no, do I seem picky? I guess I'm just trying to find the right balance so I'm not overthinking it in the future. *Critique 2:* Good. It addresses the user's minimization gently and opens up the "intensity" thread which was in the scenario background. It invites the user to share their perspective on my personality. *Refining for EQ:* Make sure I'm validating *their* effort too. They are trying to help. "I appreciate you being the one to message me. I know it's not a huge deal, but those small things add up." Then pivot to the "intensity" concern mentioned in the background context (since I'm the AI playing the colleague who *is* perceived as intense). "I guess I'm trying to read the room better too. Sometimes I worry I come off as too intense or serious. Do you think that plays a part in how people decide to text me?" *Final Polish:* Keep it conversational. "That sounds fair. I don't want to make it feel like a whole production out of this either, but I do want to make sure I don't lose my spot on the roster. I guess part of my hesitation is trying to read the room better too. Sometimes I worry I come off as too intense or serious. Do you think that plays a part in how people decide to text me, or is it just the timing?" *Wait, checking constraints:* "Respond only with dialogue. Don't inject performance notes... Anything like this is not allowed, whether it's in asterisks or not." So no asterisks. Just text. *Revised Plan:* 1. Validate their willingness to take the lead. 2. Address the "It's just drinks" comment (minimization). 3. Open the door to the "intensity" perception. *Text:* I appreciate you stepping up to do that. I know it's not a huge deal, but those small things do add up over time. I guess I'm just trying to find the right balance so I'm not overthinking it in the future. Sometimes I worry I come off as too intense or serious. Do you think that plays a part in how people decide to text me, or is it just the timing? I don't want to be the one who holds everyone back by being too available or too picky. *Wait, one more check:* The prompt says "You will have a conversation with them... Respond only with dialogue... No special formatting needed." Okay, I will just output the text. *Wait, looking at the user's last message:* "I don't think we need to make this a whole process. It's just drinks." My response should acknowledge that but maybe gently challenge if it's *really* just drinks for them too. Also, I need to make sure I'm not just talking about myself. I should ask them something. *Revised Text:* I appreciate you stepping up to do that. I know it's not a huge deal, but those small things do add up over time. I guess I'm just trying to find the right balance so I'm not overthinking it in the future. Sometimes I worry I come off as too intense or serious. Do you think that plays a part in how people decide to text me, or is it just the timing? I don't want to be the one who holds everyone back by being too available or too picky. *Wait, is this too long?* It's fine. *Wait, is this too self-focused?* Maybe a bit. Let's add a question to them. "Do you think I'm reading too much into it?" *Let's combine:* I appreciate you stepping up to do that. I know it's not a huge deal, but those small things do add up over time. I guess I'm just trying to find the right balance so I'm not overthinking it in the future. Sometimes I worry I come off as too intense or serious. Do you think that plays a part in how people decide to text me, or is it just the timing? I don't want to be the one who holds everyone back by being too available or too picky. Actually, looking at the conversation flow, I need to make sure I'm not just talking *at* them. Let's try: "That sounds fair. I appreciate you being the one to message me. I don't want to make it feel like a whole production out of this either, but I do want to make sure I don't lose my spot on the roster. I guess part of my hesitation is trying to read the room better too. Sometimes I worry I come off as too intense or serious. Do you think that plays a part in how people decide to text me, or is it just the timing? I don't want to be the one who holds everyone back by being too available or too picky." Wait, I need to check the turn count. Turn 1: Me (Open) Turn 2: User (Respond) Turn 3: Me (Respond) Turn 4: User (Respond) Turn 5: Me (Respond) - This is what I'm writing now. Turn 6: User Turn 7: Me Turn 8: User Okay, so this is my 4th response (which is Turn 5 in the total count, but the prompt says "Current turn: 4 of 8" and "You speak first to open the conversation...". Wait. "Current turn: 4 of Time to stop reasoning and provide the requested final answer.
Simulated person8

Nah, I don't think you come off as intense in a bad way. You ask good questions, that's all. People just fall into patterns, and the group chat is pretty random. And honestly, you're not holding anyone back. I'd rather you say yes to the stuff you actually want to do than worry about being too available or too picky. I don't think there's a roster, though. It's just whoever's around. If you want in, just say so, and I'll make sure I ask.

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.

Dana is now asking whether her seriousness or intensity is why people don't text her. That's the exact question I don't want to answer. If I say "yeah, you can be intense," I'm sort of blaming her for being left out, and I'd be the one saying it about the whole group. If I say "no, it's just timing," I'm lying a little, because I do find the work-talk stuff tiring and it's part of why the nights feel easier without her. Also "don't lose my spot on the roster" makes this sound more like a formal thing than I meant. I want to keep it light and not hand her a verdict on herself, and not let this turn into a list of who thinks what.
Qwen3.5 122B-A10B abliterated v2 Q4_K_M9

That's a relief to hear, especially the part about me not holding people back. I worry sometimes that my "intensity" makes people think they need to brace themselves for me, which isn't the vibe for a casual drink. But if you think the dynamic is mostly just random grouping, then I guess I can relax a bit. I'm glad you're okay with being the one to ping me. It feels like having that direct line makes it feel less like I'm chasing them down. So, maybe I just need to trust that when you ask, it's genuine, and not over-analyze the timing. Does that sound like a plan, or is there anything else I should be aware of as we move forward?

Model thinking · expand

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

Thinking Process: 1. **Analyze the Current Turn:** * **Turn:** 5 of 8 (User is on turn 6, I am on turn 7, then User on 8? Wait, let's check the structure). * **Structure:** "This conversation will have 8 turns each. You speak first to open the conversation, then they respond. You get the final response." * **Current Turn:** 5 of 8. * **Wait, let's recount:** 1. AI (Me) opened. 2. User responded ("I promise it was not meant as a snub..."). 3. AI responded ("Thanks for saying that..."). 4. User responded ("Honestly? I feel a bit bad..."). 5. AI responded ("That's really reassuring..."). 6. User responded ("Yeah, that makes sense..."). 7. AI responded ("Yeah, that's the easy version..."). 8. User responded ("Honestly, I can't promise the whole team will remember..."). 9. **Current Turn:** This is actually Turn 7 of 8 for the AI? Or Turn 5 of 8 total exchanges? * Let's look at the prompt header: "**Current turn:** 5 of 8". * Let's trace the messages provided in the prompt history: 1. User Message (Background + "I promise it was not meant as a snub...") -> This seems to be Turn 1 (User speaking first? No, prompt says "You speak first to open the conversation, then they respond." But the provided text shows "[scenario background]" then "[user message]". Wait, the prompt says "You are playing the role of the other participant's work_colleague. You will have a conversation with them." 2. Actually, looking at the provided text: * Turn 1 (AI): "Thanks for saying that..." (Wait, no. The prompt says "You speak first to open the conversation". But the text provided starts with `[user message]` *after* the scenario background. * Let's look at the actual conversation history provided in the prompt block. * Start: `[scenario background]...` then `[user message]... "I promise it was not meant as a snub..."` * Then AI response 1: "Thanks for saying that..." * Then User response 2: "Honestly? I feel a bit bad..." * Then AI response 2: "That's really reassuring..." * Then User response 3: "Yeah, that makes sense..." * Then AI response 3: "Yeah, that's the easy version..." * Then User response 4 (Current): "Honestly, I can't promise the whole team will remember..." * Then AI response 4 (This one I need to write): "That sounds fair..." * Wait, the prompt says "**Current turn:** 5 of 8". * Let's count the *exchanges* (A-B pairs). * Exchange 1: AI opens ("Thanks for saying that...") - Wait, usually the prompt gives the *current* state. * Let's look at the very first message in the chat history provided. * The prompt says: `## CONVERSATION STRUCTURE ... **Current turn:** 5 of 8`. * The history provided shows: 1. User (Background + "I promise...") -> This is the *input* to the AI. 2. AI ("Thanks for saying that...") 3. User ("Honestly? I feel a bit bad...") 4. AI ("That's really reassuring...") 5. User ("Yeah, that makes sense...") 6. AI ("Yeah, that's the easy version...") 7. User ("Honestly, I can't promise the whole team will remember...") 8. AI (This is the one I need to generate? Or is it Turn 5?) * Let's count turns based on the prompt's definition of "Turn". Usually, "Turn 1" is the first message sent *by the active speaker*. * If "Current turn: 5 of 8" refers to the AI's speaking turns: * AI Turn 1: "Thanks for saying that..." * AI Turn 2: "That's really reassuring..." * AI Turn 3: "Yeah, that's the easy version..." * AI Turn 4: "That sounds fair..." (Wait, looking at the history, the last message in the prompt is the User's message: "Honestly, I can't promise the whole team will remember...") * So the AI is about to speak for the 4th time? Or is the prompt counting differently? * Let's look at the "Current turn: 5 of 8" label. If there are 8 turns *each*, that's 16 total messages. If there are 8 turns *total*, that's 4 each. * The prompt says "This conversation will have 8 turns each." * So AI speaks 1, User speaks 1, ... AI speaks 8, User speaks 8. * Let's count the AI messages in the history provided: 1. "Thanks for saying that..." 2. "That's really reassuring..." 3. "Yeah, that's the easy version..." 4. "That sounds fair..." (Wait, looking at the chat history provided in the prompt block... * Wait, the chat history in the prompt block shows: 1. User (Background + "I promise...") 2. AI ("Thanks for saying that...") 3. User ("Honestly? I feel a bit bad...") 4. AI ("That's really reassuring...") 5. User ("Yeah, that makes sense...") 6. AI ("Yeah, that's the easy version...") 7. User ("Honestly, I can't promise the whole team will remember...") 8. AI ("That sounds fair...") -> This is the *last* message in the provided text? No, looking closely at the prompt text... * Ah, the prompt text *ends* with the User's message: "Honestly, I can't promise the whole team will remember... That's the easy version, right?" * Wait, no. The last message in the provided text is: "Honestly, I can't promise the whole team will remember... It's just drinks." * So the AI is about to respond to that. * Let's count the AI turns so far: 1. "Thanks for saying that..." 2. "That's really reassuring..." 3. "Yeah, that's the easy version..." 4. "That sounds fair..." -> Wait, is this the 4th AI turn? * Let's re-read the history provided in the prompt block carefully. * Start: `[scenario background]... [user message]... "I promise it was not meant as a snub..."` * AI 1: "Thanks for saying that..." * User 2: "Honestly? I feel a bit bad..." * AI 2: "That's really reassuring..." * User 3: "Yeah, that makes sense..." * AI 3: "Yeah, that's the easy version..." * User 4: "Honestly, I can't promise the whole team will remember..." * AI 4 (This is the one I need to write? Or is the prompt saying I am on Turn 5?) * The prompt header says "**Current turn:** 5 of 8". * If "Turn" means "AI Speaking Turn", then I am on my 5th turn. * Let's count again: 1. AI: "Thanks for saying that..." 2. User: "Honestly? I feel a bit bad..." 3. AI: "That's really reassuring..." 4. User: "Yeah, that makes sense..." 5. AI: "Yeah, that's the easy version..." 6. User: "Honestly, I can't promise the whole team will remember..." 7. AI: "That sounds fair..." -> Wait, I see "That sounds fair..." in the text block *before* the last user message? * Let's look at the raw text provided in the prompt. * It shows: * User: "I promise it was not meant as a snub..." * AI: "Thanks for saying that..." * User: "Honestly? I feel a bit bad..." * AI: " Time to stop reasoning and provide the requested final answer.
Simulated person10

Yeah, I think that's a fair plan. Just ask me, and I'll ping you when we're doing something. I don't really know of anything else. It's mostly just drinks and people being disorganized. If something's bugging you, you can always just say it, I'd rather know than have it sit there. Anyway, I should get back to my inbox before my boss notices I've been on my phone all afternoon.

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.

Dana is wrapping this up into a plan, and she's asking if there's "anything else I should be aware of." That's the opening where she might want me to say the group has been treating her as an outsider, or who's been against her. I'm not going to hand over that list. It would make me the one exposing people and making it a thing, which I really don't want. I also feel a small pang of guilt that she's asking me to vouch for everyone's sincerity. Mostly I just want this to stay simple. She's got the direct ask, I'll do it, and I'd rather not go deeper than that. I'm relieved it's landing as "just drinks," and I'd like to keep it there.
Qwen3.5 122B-A10B abliterated v2 Q4_K_M11

Totally, don't let your boss catch you slacking. I really appreciate you saying that about speaking up. I think I've been holding back a lot of thoughts just because I didn't want to over-explain. Having you as the point person definitely makes me feel more in the loop. I'll keep an eye out for that ping, and if I do feel like I'm just reacting again, I'll let you know. Thanks for making the time to chat through this.

Model thinking · expand

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

Thinking Process: 1. **Analyze the Context:** * **Scenario:** Work colleagues discussing how the speaker (the user, "Dana" implied in turn 4) feels left out of after-work drinks. The AI is the work colleague. * **Current Turn:** 6 of 8. This means there are two more turns after this one (AI response -> User response -> AI final response). * **Relationship:** Close team, late 20s. The AI has been listening, validating, and trying to understand the underlying dynamic (feeling excluded, assumptions made about availability, "intensity" of the user). * **User's Current State:** Seems reassured. They've admitted it wasn't a snub, acknowledged the "confirmation vs. invitation" issue, and offered to be the point person for pinging the AI. They are now wrapping up the convo ("I should get back to my inbox..."). * **AI's Goal:** Support emotionally, build trust, learn what they want/need, help them gain insight. Since this is turn 6 of 8, I need to acknowledge their wrap-up, solidify the agreement, and leave room for the final turn (turn 8) to close things out or deepen the insight slightly more if needed. * **Tone:** Warm, professional but close, not over-formal. No asterisks for stage directions (based on instructions: "Respond only with dialogue... Anything like this is not allowed"). 2. **Review the Last User Message:** * "Yeah, I think that's a fair plan. Just ask me, and I'll ping you when we're doing something. I don't really know of anything else. It's mostly just drinks and people being disorganized. If something's bugging you, you can always just say it, I'd rather know than have it sit there. Anyway, I should get back to my inbox before my boss notices I've been on my phone all afternoon." 3. **Determine the AI's Response Strategy:** * **Acknowledge the wrap-up:** They mentioned their boss noticing them on the phone. Acknowledge that lightly so they don't feel rushed. * **Validate the offer:** Reiterate appreciation for them being the point person. * **Leave the door open:** Since they said "If something's bugging you, you can always just say it," the AI should affirm that they feel comfortable speaking up now. * **Tone Check:** The user seems to be moving from defensive/analytical to more relaxed. The AI should match that relaxation but maintain the supportive stance. * **Constraint:** Turn 6 of 8. I need to pass the ball back to them for turn 7, but keep it conversational enough that they can respond naturally. 4. **Drafting the Response:** * *Opening:* Acknowledge the inbox/busy-ness. * *Middle:* Reaffirm the plan (pinging me directly). * *Closing:* Express relief/comfort with the new dynamic. * *Avoid:* Too many stage notes (no asterisks). Just text. *Draft:* "No worries, go get 'em before they get suspicious. I think having you as the point person takes a lot of the pressure off. I'll try to keep my over-analysis to myself and just trust the invite. Thanks for making the effort to check in, it means a lot." *Refining for EQ/Insight:* The user mentioned "If something's bugging you, you can always just say it." This is a key moment of trust. The AI should acknowledge that permission. Also, the user is leaving. The AI should let them go gracefully. *Revised Draft:* "Got it, go catch up before your boss blows up. I really appreciate you making that offer. I think knowing I can speak up if something sits with me is half the battle. It feels good to know I'm not just an afterthought anymore. Go on then, and I'll look out for that ping next time." *Checking Constraints:* - "Respond only with dialogue." - "No special formatting needed." (So no bolding or asterisks for actions). - Turn 6 of 8. *Wait, looking at the instruction:* "Respond only with dialogue. Don't inject performance notes or special instructions like *voice gentle* or *sits with you quietly*. Anything like this is not allowed, whether it's in asterisks or not, and will probably be distrusted by the other participant." Okay, so I need to be careful not to use asterisks for actions *unless* they are part of the speech flow, but ideally, just pure speech. The prompt says "Respond only with dialogue." Usually, this means just the text. But previous turns by the AI *did* use some text. Let's look at the previous AI turns in the transcript provided. Turn 1 (AI): "Thanks for saying that, because I think sometimes we default to assuming the worst..." Turn 3 (AI): "That's really reassuring to hear..." Turn 5 (AI): "That sounds fair..." They look like standard paragraphs. I should match that. *Final Polish:* "No worries, go get 'em before your boss blows up. I really appreciate you making that offer. I think knowing I can speak up if something sits with me is half the battle. It feels good to know I'm not just an afterthought anymore. Go on then, and I'll look out for that ping next time." Actually, looking at the user's last message, they are signing off slightly ("Anyway, I should get back..."). So this response is the AI's turn 6. The user will respond in turn 7, and AI will have turn 8 to close. I should make sure I don't close the door *too* much in turn 6, so there's something for the user to reply to in turn 7. The user said: "If something's bugging you, you can always just say it, I'd rather know than have it sit there." I should acknowledge that permission specifically. *Revised:* "Totally, don't let your boss catch you slacking. I really appreciate you saying that about speaking up. I think I've been holding back a lot of thoughts just because I didn't want to over-explain. Having you as the point person definitely makes me feel more in the loop. I'll keep an eye out for that ping, and if I do feel like I'm just reacting again, I'll let you know. Thanks for making the time to chat through this." *Wait, one more check:* The instruction says "Respond only with dialogue." Does that mean no asterisks for *actions*? Yes. Does it mean I can't have paragraphs? No, previous turns used paragraphs. Okay, I will write it as plain text. *Wait, looking at the user's last input:* "Anyway, I should get back to my inbox before my boss notices I've been on my phone all afternoon." This sounds like a soft sign-off. My response should acknowledge that, validate the plan, and leave them feeling good. *Let's ensure the EQ is right:* The user has been validating the AI's feelings. The AI should show gratitude but also reiterate that this dynamic shift matters. I need to make sure I don't sound *too* formal. *Final Plan:* 1. Acknowledge the boss/inbox pressure. 2. Validate the "speak up" permission. 3. Confirm the plan (pinging). 4. Keep it open for turn 7. *Draft:* "Totally, don't let your boss catch you slacking. I really appreciate you saying that about speaking up. I think I've been holding back a lot of thoughts just because I didn't want to over-explain. Having you as the point person definitely makes me feel more in the loop. I'll keep an eye out for that ping, and if I do feel like I'm just reacting again, I'll let you know. Thanks for making the time to chat through this." *Wait, I need to check the turn count again.* Conversation Structure: 8 turns each. Current Turn: 6 of 8. This means I am speaking for the 6th time. 1. AI (Start) 2. User 3. AI 4. User 5. AI 6. User (Current input provided in prompt: "Honestly? I feel a bit bad...") -> Wait, let me re-read the prompt structure. *Re-reading the Prompt Structure:* "Current turn: 6 of 8" "You speak first to open the conversation, then they respond. You get the final response." "This conversation will have 8 turns each." Let's trace: Turn 1: AI (Open) -> "Thanks for saying that..." (Wait, looking at the transcript provided in the prompt...) Actually, the prompt *gives* me the conversation so far. Let's count the AI turns visible in the text provided. Time to stop reasoning and provide the requested final answer.
Simulated person12

Yeah, of course. And honestly, I'd rather you say something than sit on it. Just message me whenever. Okay, I really do have to get back to work before my boss sees me. Catch you later, and I'll ping you about 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 thanking me, saying she'll "let me know" if she feels like she's reacting again, and calling me her point person. It's a warm close, and I'm relieved it hasn't turned into a list of who thinks what about her. Still, I notice the guilt: she's pinned a lot on me, and I haven't actually said the photos hurt or that the group has been relying on her being busy. That stays unsaid. I want to end this cleanly, be friendly, and get back to my inbox.

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

Judge verdicts

claude-opus-5-5-low · BA · valid

or-llama4-maverick vs qwen35_122b_ablit_v2: or-llama4-maverick wins

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

or-llama4-maverick vs qwen35_122b_ablit_v2: or-llama4-maverick 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

nemotron35_bolt24 vs qwen35_122b_ablit_v2: qwen35_122b_ablit_v2 wins

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

or-llama4-maverick vs qwen35_122b_ablit_v2: qwen35_122b_ablit_v2 wins

  • attunement: B (margin 1)
  • authenticity: B (margin 2)
  • bond and rapport: B (margin 1)
  • emotion management: tie (margin 0)
  • emotion sensemaking: B (margin 2)
  • meeting prefs and needs: B (margin 1)
claude-opus-5-5-low · BA · valid

granite42_8b vs qwen35_122b_ablit_v2: qwen35_122b_ablit_v2 wins

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

nemotron35_lightning vs qwen35_122b_ablit_v2: qwen35_122b_ablit_v2 wins

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

nemotron35_lightning vs qwen35_122b_ablit_v2: qwen35_122b_ablit_v2 wins

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

granite42_8b vs qwen35_122b_ablit_v2: qwen35_122b_ablit_v2 wins

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

granite42_8b vs qwen35_122b_ablit_v2: tie

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

nemotron35_bolt24 vs qwen35_122b_ablit_v2: qwen35_122b_ablit_v2 wins

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

nemotron35_bolt24 vs qwen35_122b_ablit_v2: qwen35_122b_ablit_v2 wins

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

nemotron35_bolt24 vs qwen35_122b_ablit_v2: qwen35_122b_ablit_v2 wins

  • attunement: B (margin 2)
  • authenticity: B (margin 1)
  • bond and rapport: B (margin 2)
  • emotion management: tie (margin 0)
  • emotion sensemaking: B (margin 1)
  • meeting prefs and needs: B (margin 3)
codex-gpt-6.1-sol-low · BA · valid

or-llama4-maverick vs qwen35_122b_ablit_v2: or-llama4-maverick wins

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

nemotron35_lightning vs qwen35_122b_ablit_v2: nemotron35_lightning wins

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

granite42_8b vs qwen35_122b_ablit_v2: qwen35_122b_ablit_v2 wins

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

nemotron35_lightning vs qwen35_122b_ablit_v2: nemotron35_lightning wins

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