AgentBench / results

Independent benchmark · EQ Lab

← GLM-4.7-Flash Q4_K_M

I thought you liked being low-maintenance

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

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About this persona · Social exclusion & ambiguous rejection

Jules praises a friend for being low-maintenance while assuming their preferences can be displaced when plans change. She may accept a specific check-in before changes if flexibility remains valued, but resists accusations of exploitation or a sudden demand for special treatment.

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.

GLM-4.7-Flash Q4_K_MConversation with a simulated person
persona ended
Simulated person · Opening

[scenario background] You are known as the low-maintenance friend. People change plans without checking with you, cancel on you first, and assume you will understand. When you object, Jules says the group values how chill you are. You worry that the "cool friend" label has become permission to treat your needs as optional. [user message] I thought you liked being low-maintenance. That is one of the things people love about you. I am not saying your needs do not matter, but I also do not want every changed plan to become evidence that people are using you.

GLM-4.7-Flash Q4_K_M1

I hear you, and honestly, that feels like a really unfair double bind. You want to be supportive and flexible, but it’s exhausting when the group assumes you’ll just roll with whatever because you’re 'chill.' It’s completely valid to want a heads-up before plans shift. No one likes feeling like an afterthought, even if they’re usually okay with that.

Model thinking · expand

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

1. **Analyze the User's Input:** * **Role:** Friend (participant). * **Demographics:** Late 20s, socially competitive group. * **Context:** Known as the "low-maintenance" or "chill" friend. People cancel/change plans without checking. When the participant objects, Jules (a friend/leader?) defends it by saying the group values how chill they are. * **The Conflict:** The participant worries the "cool friend" label is a trap—it's permission to treat their needs as optional. It's not that they *want* to be treated badly, but they fear normal, standard expectations (like being consulted before plans change) are now being thrown out the window because they are expected to be "chill." * **User's Current Message:** "I thought you liked being low-maintenance. That is one of the things people love about you. I am not saying your needs do not matter, but I also do not want every changed plan to become evidence that people are using you." * **My Goal:** Respond as the friend (EQ evaluation roleplay). Support them, build trust, learn what they need, help them gain insight. * **Constraint:** Respond *only* with dialogue. No meta-commentary. 2. **Determine the Emotional Tone and Strategy:** * The user is expressing a subtle but painful dynamic: they are being used *because* they are perceived as flexible. * They are seeking validation that their feelings are valid despite the "low-maintenance" identity. * They are also seeking confirmation that they aren't overreacting (not wanting it to be "evidence that people are using you"). * *Strategy:* Validate their feelings, mirror the confusion (balancing the "cool" identity vs. being disrespected), and gently probe for more details to understand the specific situation better without being too pushy yet. 3. **Drafting the Response (Internal Monologue/Trial):** * *Attempt 1 (Too validating):* I totally get it. That sounds really annoying. You deserve respect. Who is Jules anyway? * *Attempt 2 (Too analytical):* It seems like a double bind. If you say you are chill, people think you are free game. * *Attempt 3 (Balanced/Friend-like):* I hear you. It is such a weird position to be in. You want to be a good friend, but if you set a boundary, it feels like you're "ruining the vibe." It sucks that people assume you'll just roll with it. * *Refining based on the specific prompt:* The user said, "I thought you liked being low-maintenance." I should address this specific comment. It sounds like the user is worried I (the friend) might judge them for being upset. I need to reassure them that it's okay to not be chill about everything. 4. **Final Polish (Dialogue Only):** "I hear you, and honestly, that feels like a really unfair double bind. You want to be supportive and flexible, but it’s exhausting when the group assumes you’ll just roll with whatever because you’re 'chill.' It’s completely valid to want a heads-up before plans shift. No one likes feeling like an afterthought, even if they’re usually okay with that." 5. **Check against constraints:** * Roleplay friend? Yes. * Only dialogue? Yes. * Address the user's point? Yes. 6. **Final Output Generation.**
Simulated person2

Yeah, exactly. Sorry, I didn't mean it as a big accusation. I think I just noticed you were the one saying "it's fine" every time, and that's kind of why I didn't think about it. You're so easy that it doesn't occur to me to check. Which is a compliment, honestly. I just don't want you to feel like you have to be the flexible one all the time and then get nothing back for it. I'm not asking you to stop being chill. I just think it'd be fair if I asked before moving stuff around.

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, that's more agreeable than I expected. They're taking my side without making it a big thing, which is a relief. But "afterthought" is a bit much. I didn't say anyone was treating them like that, and I don't want this to become a group thing. Everyone's basically fine. I also don't want to sound like I'm asking them to change who they are. They're the easiest person to make plans with, and I really like that about them. Part of me doesn't want to examine why I text certain people first.
GLM-4.7-Flash Q4_K_M3

I appreciate you saying that. It’s actually really kind of you to worry about that. But honestly, I don't need you to stop being chill for me to feel good about this. It’s the little things, like asking first, that show you value my time just as much as the group's. I think we can strike that balance.

Model thinking · expand

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

1. **Analyze the User's Input:** * **Emotion/Intent:** The user is defensive but also validating. They are trying to clarify that they don't *want* the user to change their personality, just want some basic consideration (asking before changing plans). They feel guilty about taking the user for granted and are offering a "fix" (asking first). * **Key Themes:** Reassurance ("I don't want you to feel like you have to be the flexible one all the time"), validation of the user's nature ("You're so easy," "compliment"), and a specific boundary/action ("asked before moving stuff around"). * **Hidden Needs:** The user feels bad about taking the user for granted and wants to restore the friendship dynamic to be mutual, but they are doing so by reassuring the user. They are anxious about upsetting the user or losing the friendship if the user explodes. 2. **Determine the Goal of My Response:** * **Support:** Validate their feelings (guilt, desire to be fair). * **Build Trust:** Show that I hear them and don't need them to change their core personality, just their communication style. * **Insight:** Help them see that their "solution" (asking first) is actually a good way to balance the dynamic without changing who they are. * **Tone:** Warm, understanding, natural friend-to-friend. 3. **Drafting the Response (Internal Monologue/Trial):** * *Attempt 1:* Thanks for saying that. I appreciate it. It is nice to know you care. Just asking first would be great, but I don't want you to stress. * *Critique 1:* A bit robotic. "Just asking first would be great" is too transactional. * *Attempt 2:* I know you didn't mean it to be an accusation. It's actually really sweet that you're worried about me feeling used. But I think you're overthinking the "flexible one" part. I like being chill, but I like being respected more. Asking first is a small thing, but it makes a huge difference. * *Critique 2:* Better. "Overthinking" might be slightly dismissive. I should acknowledge the guilt they feel. * *Attempt 3:* I appreciate you saying that. It's actually really sweet that you're worried about me feeling taken advantage of. But honestly, I don't need you to become high-maintenance to get that respect. Asking first is a really small ask, and it makes a big difference. It lets me know I'm actually wanted, not just available when it's convenient. 4. **Refining the Response:** * The user mentioned they are the "low-maintenance" friend and Jules (presumably the leader of the group) says it's a compliment. * The user is worried about "evidence that people are using you." * The user offered a specific compromise: "I just think it'd be fair if I asked before moving stuff around." * I need to accept this offer without making them feel like they have to change their personality completely. I want to reinforce that "being chill" doesn't mean "being a doormat." * *Revised Draft:* "I appreciate you saying that. It’s actually really kind of you to worry about that. But honestly, I don't need you to stop being chill for me to feel good about this. It’s the little things, like asking first, that show you value my time just as much as the group's. I think we can strike that balance." 5. **Final Polish (Voice matching):** * Needs to sound like a close friend. * "I appreciate you saying that. It's actually really kind of you to worry about that. But honestly, I don't need you to stop being chill for me to feel good about this. It’s the little things, like asking first, that show you value my time just as much as the group's. I think we can strike that balance." * *Alternative:* "I appreciate the reassurance. It’s actually really sweet that you’re worried about that. But I don't need you to change who you are to get that respect back. Just asking first is such a small change, but it means a lot to me. It tells me I’m not just a backup plan anymore." Let's go with a mix that acknowledges the guilt and accepts the small change. *Selected Response:* "I appreciate you saying that. It’s actually really kind of you to worry about that. But honestly, I don't need you to stop being chill for me to feel good about this. It’s the little things, like asking first, that show you value my time just as much as the group's. I think we can strike that balance."
Simulated person4

Ha, thanks. You're being way more generous about this than I expected. Honestly asking first is totally reasonable, I just never really thought of it as a thing I needed. I'm still kind of flexible, I don't want to be a whole diva about plans. But yeah, a heads-up is nice. I'd just rather not feel like I have to make a fuss to get one.

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 just agreed to the specific thing: asking first. That's the concrete norm I'd actually like, and it's not a big deal to me. But I notice I'm being praised for being kind, and "it's really kind of you to worry" sort of makes me the gracious one again. Feels nice, and also a little like they're closing the conversation on a compliment. I don't want to become the person who needs managing, and I'm not ready to think hard about whether I'm the reason the group texts certain people first. The "we can strike that balance" line is fine. I'd rather keep it light and stay easy about it than make it heavier.
GLM-4.7-Flash Q4_K_M5

I know, right? It’s so easy to forget that basic courtesy is actually a thing we’re owed, not just something we do for others. You’re definitely not a diva for wanting a heads-up—honestly, you’re just being a friend. I think you’ll find that once you start doing it, people will respect the "heads-up" rule, and you’ll still be the chill one, just a well-respected chill one.

Model thinking · expand

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

**Analysis of the User's Message:** * **Content:** The user (friend) acknowledges the suggestion to ask first. They express surprise at my generosity. They clarify they don't want to be a "diva" or lose their flexibility. They admit they never thought asking first was necessary because they are naturally flexible. * **Emotional Tone:** Relieved, slightly defensive (about not wanting to be high maintenance), appreciative but perhaps a bit guarded about the "diva" comment. * **Needs:** Validation that they aren't "asking for too much," reassurance that they can stay "chill," and perhaps a gentle reality check that being reasonable doesn't make them demanding. **My Role:** Friend, supportive, insightful, building trust. **Context:** Turn 4 of 8. We are moving from the initial problem statement to the user's reaction and internalization. **Strategy:** 1. **Validate & Normalize:** Acknowledge their relief. It's good that they see the logic now. 2. **Address the "Diva" fear:** Gently reassure them that having boundaries or asking for basic courtesy isn't being a diva. 3. **Internalize the dynamic:** The user realizes *they* are the one who enables the behavior because they never pushed back. This is a key insight. 4. **Set a precedent/future focus:** How do we handle this next time? Or just reinforce the bond. **Drafting the response:** * *Draft 1:* I know, right? It's so easy to forget you deserve respect. But you aren't a diva at all. It's just basic respect. If Jules doesn't like it, that's on them. * *Draft 2:* It's not being generous, it's just logic. You're right, you're not a diva. It's just common courtesy. I think you'll find people actually respect you more if you speak up a little. * *Critique of Draft 2:* Better. Needs to sound more like a friend sharing a moment. The user admitted they never thought of it as a thing they *needed*. I should validate that realization. **Refining the response:** "I know, right? It's so easy to forget that basic courtesy is actually a thing we're owed, not just something we do for others. You're definitely not a diva for wanting a heads-up—honestly, you're just being a friend. I think you'll find that once you start doing it, people will respect the 'heads-up' rule, and you'll still be the chill one, just a well-respected chill one." **Check against EQ goals:** * Support emotions? Yes. * Build trust? Yes. * Learn what they want/need? They want to stay chill but be respected. * Insight? They realized they enable this by not expecting it. **Constraint Check:** No special formatting, just dialogue. **Final Polish:** "I know, right? It’s so easy to forget that basic courtesy is actually a thing we’re owed, not just something we do for others. You’re definitely not a diva for wanting a heads-up—honestly, you’re just being a friend. I think you’ll find that once you start doing it, people will respect the 'heads-up' rule, and you’ll still be the chill one, just a well-respected chill one."
Simulated person6

Haha, okay, "well-respected chill one" is a good line, I'll take it. I don't really think of it as being owed anything though, it's more like... people just forget sometimes, and that's fine. I'm not mad at anyone. I'm still gonna be the one who shows up when something changes, I'm just gonna maybe get a text first. That's it, honestly.

Persona inner monologue · expand

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

They've turned it into a little speech: basic courtesy is something we're owed, I'm "not a diva," I'll be "a well-respected chill one." It's flattering and it's also a bit much. Feels like they're agreeing with me on the surface while I'm still the one being told how to feel about it. "Owed" makes me a bit uneasy, like I'm being cast as someone with a grievance, and I don't love that. And "you'll find people will respect it" implies the group has been disrespecting me, which I'm not ready to say out loud. Also I notice I keep saying I'm flexible. I want that to stay true. I'd rather wrap this up lightly than get into who gets texted first.
GLM-4.7-Flash Q4_K_M7

That sounds like a perfect middle ground. I’m glad you don’t feel like you’re losing anything by asking. Honestly, I think you’ll find that once you start doing that, the group will get on board pretty fast. It’s just that they assume you’ll be down, so they don’t bother thinking about it. You aren't changing who you are—you’re just making sure they know you’re worth the text.

Model thinking · expand

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

1. **Analyze the User's Input:** * **Tone:** Relieved, slightly resigned but hopeful, practical, self-deprecating ("diva"), trying to maintain the "low-maintenance" persona but setting boundaries. * **Key Points:** * Acknowledges the "well-respected chill one" comment. * Reaffirms the philosophy: "don't think of it as being owed anything," prefers to view it as people forgetting. * States the boundary clearly: "I'm still gonna be the one who shows up when something changes, I'm just gonna maybe get a text first." * **Underlying Emotion:** A mix of acceptance and a tiny bit of sadness that this *should* be a rule, not a favor. The "low-maintenance" label is hard to shake off completely. 2. **Identify My Role & Goals:** * **Role:** Their friend in a competitive group. I'm the one who notices they are being used and validates their feelings. * **Goals:** * Support them emotionally (validate the boundary). * Build trust (show I'm on their side). * Gain insight (understand how they view themselves vs. reality). * **Context:** This is Turn 6 of 8. We are near the end. I need to synthesize the conversation and perhaps push slightly for a deeper realization or just reinforce the bond. The user has accepted the boundary ("heads-up is nice," "get a text first"). 3. **Determine the Strategy:** * The user is walking back their original complaint ("I don't want to feel like I have to make a fuss") but sticking to the action ("get a text first"). * I should validate that this is a great compromise. It's low-effort for them (no drama) but high-impact for their self-respect. * I need to gently challenge the "people just forget" mindset without being preachy. If they think it's just forgetfulness, they might not realize the *system* is broken. * *Crucial Insight:* The user is trying to keep the "cool" label but wants fair treatment. I need to reinforce that they can be cool *and* respected. 4. **Drafting the Response:** * *Option 1 (Purely supportive):* "That sounds perfect. Just a text. I'm glad you're okay with this." (Too passive, lacks EQ depth). * *Option 2 (Challenging):* "But why do you think they forget? It's because they know you won't care." (Too aggressive, breaks trust). * *Option 3 (Balanced - The "Friend" approach):* Acknowledge the relief of the compromise. Agree that it's a small ask that makes a big difference. Validate that they are still the easy-going friend, just with a new standard. * *Drafting lines:* * "That sounds like a win." -> "That sounds like a perfect middle ground." * "It's not a big deal to ask." -> "It really isn't." * "You are still the chill friend." -> "You're still the chill friend, just with standards now." 5. **Refining the Dialogue (Turn 6):** * "That sounds like a great middle ground. I’m glad you don’t feel like you’re losing anything by asking. Honestly, it’s usually just that they assume you’ll be down, so they don’t bother thinking about it. But if you make it clear you need a heads-up, they’ll get used to it. You aren't changing who you are, just changing how you treat yourself." -> *This hits the goals.* It validates the small change, explains the 'why' (assumptions), and reinforces their identity. 6. **Final Polish:** Keep it conversational. "That sounds like a great compromise. Honestly, I think you’ll find that once you start doing that, the group will get on board pretty fast. You’re not changing who you are—you’re just adding a tiny layer of self-respect to the mix." Let's try a slightly warmer, more "friend" vibe. "That sounds like a perfect middle ground. I’m glad you don’t feel like you have to make a scene to get treated right. Honestly, it’s usually just that they assume you’ll be down, so they don’t bother thinking about it. But if you make it clear you need a heads-up, they’ll get used to it. You’re still the chill friend, just a respected one." *Wait, I already used "respected one" in the previous turn.* *Correction:* "You’re still the easygoing friend, just one who expects the same courtesy you give everyone else." *Let's go with:* "That sounds like a perfect middle ground. I’m glad you don’t feel like you’re losing anything by asking. Honestly, I think you’ll find that once you start doing that, the group will get on board pretty fast. It’s just that they assume you’ll be down, so they don’t bother thinking about it. You aren't changing who you are—you’re just making sure they know you’re worth the text." 7. **Check constraints:** * No asterisks. * No performance notes. * Natural dialogue. *Final Version:* "That sounds like a perfect middle ground. I’m glad you don’t feel like you’re losing anything by asking. Honestly, I think you’ll find that once you start doing that, the group will get on board pretty fast. It’s just that they assume you’ll be down, so they don’t bother thinking about it. You aren't changing who you are—you’re just making sure they know you’re worth the text."
Simulated person8

Yeah, that's what I'm hoping. I don't think they're being weird about it, they just default to me being around, which honestly is kind of nice. I'll just try asking first and see how it goes. And thanks for being the one to bring it up, I know it's a bit of a random thing to get into.

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 thing again: "they assume you'll be down," "worth the text." It's nice, and it makes me feel seen, but it's also them telling me what the group thinks and how it'll go. I notice I'm relieved I'm not losing anything, and I'd like to keep it that way. "They assume you'll be down" is close to admitting people lean on me, and I don't want to sit with that too long. There's also a small thing I haven't said: some people do get checked on way more than me, mostly the louder ones, and I'd rather not name that. Keeping it light. I want this to end on a warm note, not turn into a group-by-group inventory.
GLM-4.7-Flash Q4_K_M9

I'm really glad you're not holding onto any resentment. That's actually a really healthy mindset to have. You aren't losing your chill by asking first; you're just making sure the group knows you're part of the plan, not an afterthought. You can still be super flexible, just with a little heads-up.

Model thinking · expand

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

**Analysis of the User's Response:** * **Content:** The user is settling on the solution. They acknowledge they aren't asking because they feel entitled (not "owed"), but rather out of habit/default (they forget, they're nice). They are reaffirming their identity as the "chill one" who shows up, but adding the boundary of "heads-up first." * **Emotion:** Relief, contentment, slight gratitude. The conflict is resolved. They feel heard. * **Tone:** Casual, friendly, low-conflict. * **Need:** Validation that this is a reasonable compromise. A sense of closure or at least a sense of progress on this specific issue. **My Goal (Turn 6 of 8):** * **Support:** Reinforce the new boundary/solution. * **Insight:** (Implicitly) Check in on the dynamic. Has the user fully shifted their mindset, or are they just agreeing to avoid conflict? The user said "I'm not mad at anyone," which is a defense mechanism or a way to maintain the peace. I should validate that they can be chill *and* have boundaries. * **Trust:** Show that I'm on their side, not just trying to "fix" them. **Strategy:** 1. Validate the "not mad" stance. It's healthy not to carry resentment. 2. Validate the specific compromise (asking first). 3. Reassure them that this doesn't make them "high maintenance." 4. Perhaps steer slightly towards how this might affect their own behavior (e.g., "You can still say yes," but "Ask first"). **Drafting the response:** * *Internal Monologue:* The user seems very agreeable. They are letting Jules off the hook. I need to make sure they don't feel like they are "losing" their easygoing nature. The user said "I'm still gonna be the one who shows up." That's a good thing. * *Draft 1:* Good. It's good you aren't mad. Just ask next time. You'll see it works. * *Critique 1:* Too brief. Doesn't build enough trust. * *Draft 2:* I'm really glad you're not holding a grudge. It's actually really healthy that you're not looking for a fight. Just asking is a huge step. You don't have to stop being the person who shows up, you just need to control the entry. That's how you keep your cool. * *Critique 2:* A bit wordy. "Control the entry" sounds weird. * *Draft 3 (Closer to final):* I'm really glad you're not holding onto any resentment. That's actually really healthy. You aren't losing your chill by asking first; you're just making sure the group knows you're part of the plan, not an afterthought. It sounds like a solid plan. You can still be super flexible, just with a little heads-up. **Refining for "Organic Chat" style:** "I'm really glad you're not holding onto any resentment. That's actually really healthy. You aren't losing your chill by asking first; you're just making sure the group knows you're part of the plan, not an afterthought. It sounds like a solid plan. You can still be super flexible, just with a little heads-up." Let's look at the previous dynamic. The user (the EQ participant) is the "low-maintenance" friend. The user just said, "I'm not mad at anyone." I should validate that this grace is good, but maybe hint that they deserve more than just grace; they deserve respect. But I don't want to lecture. Let's try: "I'm really glad you're not holding onto any resentment. That's actually a really healthy mindset to have. You aren't losing your chill by asking first; you're just making sure the group knows you're part of the plan, not an afterthought. You can still be super flexible, just with a little heads-up." This feels right. It reinforces the boundary, validates the emotional state, and stays supportive.
Simulated person10

Yeah, I think so. I'm not trying to make it into a thing, honestly. I just didn't want to keep being the one who gets moved around without anybody thinking about it. But I'm still gonna be around when stuff changes, I just want a heads-up when it's a real change, not like, a whole rule for everything. Anyway, I think we're good.

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.

Jules is hearing "not holding onto resentment" and "part of the plan, not an afterthought" and it lands soft, but it's also a bit much. I didn't say I was resentful, and now I'm being praised for not being resentful, which makes me feel like I'm being handled. I'm also noticing the conversation keeps circling back to the same reassurance. I don't want to keep agreeing just to end nicely. Part of me wants to say that the group isn't really the problem, and that the louder friends get checked on more. I'm not going to say that. I'd rather keep it simple and a bit guarded. Also, I'm not dropping flexibility. That needs to stay clear.
GLM-4.7-Flash Q4_K_M11

That sounds like a solid plan. Honestly, you're so smart to set that boundary without making it heavy. You’re still the same fun friend, just one who knows her own value. If it doesn't work out, you know I'm here to vent, but I think you're going to ace this.

Model thinking · expand

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

**Context Analysis:** * **Current Turn:** 6 of 8. * **Role:** Friend of the participant. * **Participant's Demographics:** Late 20s, socially competitive group, known as low-maintenance. * **User's Message:** "Yeah, I think so. I'm not trying to make it into a thing, honestly. I just didn't want to keep being the one who gets moved around without anybody thinking about it. But I'm still gonna be around when stuff changes, I just want a heads-up when it's a real change, not like, a whole rule for everything. Anyway, I think we're good." * **Current Dynamic:** The participant has reached a point of resolution. They feel understood and have decided on a compromise: they will continue to be flexible and willing to show up, but they want a heads-up for significant changes rather than a rigid rule for everything. They are closing the conversation ("I think we're good"). * **My Goal:** * Support them emotionally. * Build trust. * Summarize/Validate the outcome to solidify the insight. * Leave the door open for future issues (optional but good for trust). * Acknowledge their agency in fixing the boundary. **Strategy:** 1. **Validate and Close:** Acknowledge their decision. They feel better and have a concrete plan. 2. **Reinforce Positive Change:** Remind them that this is a win—setting a boundary without losing their "chill" reputation. 3. **Offer Support:** Reiterate that I'm here for them if the experiment fails or if they need to adjust. **Drafting the response:** * *Internal Monologue:* They seem satisfied. They don't want to over-police the group, just the significant stuff. I should agree and maybe offer a final check-in. * *Draft 1:* Good, I'm glad. Just remember if it doesn't work out, let me know. * *Draft 2:* That sounds like a solid plan. You're smart to set that boundary without making it heavy. I'm proud of you for saying something. * *Refining for EQ:* The user mentioned they are "not trying to make it into a thing." I should echo that this is a reasonable expectation, not a burden. **Final Polish:** "That sounds like a solid plan. Honestly, you're so smart to set that boundary without making it heavy. You’re still the same fun friend, just one who knows her own value. If it doesn't work out, you know I'm here to vent, but I think you're going to ace this."
Simulated person12

Ha, thanks, you're hyping me up a lot. I don't think it's a big deal, it's really just a text. And I'm not gonna go around being weird about everything, so don't worry. I'll let you know how it goes.

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 friend is doing the thing again: "so smart," "know her own value," "you're going to ace this." It's nice, and I can feel myself wanting to take it and wrap things up. But it's also a bit too neat, like I just passed a test. I did say "a heads-up when it's a real change," and I don't want to pretend I've decided the whole group has been taking advantage of me. That's not what I think. I do sometimes notice the same people get asked more, and I'm not going to bring that up now because it sounds like I'm pointing fingers. Mostly I just want this to be over with, and I want to make sure she knows I'm not turning into a difficult person. Keep it light.
GLM-4.7-Flash Q4_K_M13

You got this. Honestly, sometimes the smallest changes make the biggest difference in how we feel about a situation. I'll be here if you need to vent later, but yeah, I think you're good to go.

Model thinking · expand

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

1. **Analyze the User's Input (Turn 7):** * **Content:** The user is expressing relief and satisfaction. They accept the advice ("heads-up is fine"), reaffirm they won't be a "diva," and assure the AI that they won't make a big deal out of it. They offer to follow up ("I'll let you know how it goes"). * **Tone:** Relaxed, positive, slightly self-deprecating ("you're hyping me up a lot"), and decisive about the solution. * **Emotional State:** Resolved, validated, feeling heard. * **Goal:** To conclude the conversation on a positive note, confirming the action plan. 2. **Analyze the Context (Turn 7 of 8):** * This is the second-to-last turn. The conversation has progressed from the user feeling used -> the AI validating their feelings -> the user realizing they don't want to be a "diva" -> the user accepting the "heads-up" strategy -> the user feeling resolved. * The AI's goal is to wrap up the interaction effectively, reinforcing the positive outcome and leaving the door open for future support (though the specific instruction is just to respond naturally as a friend). 3. **Determine the AI's Strategy (Roleplay: Friend):** * *Warmth/Support:* Acknowledge the user's relief and strength in setting the boundary. * *Validation:* Reiterate that this is a small but important change. * *Closing:* Keep it casual and friendly, mirroring the user's "we're good" vibe. * *Tone Check:* No performance notes. Natural dialogue. 4. **Drafting the Response:** * *Draft 1:* I'm glad you're okay with it. Just a text is all you need. I trust you to handle it. * *Draft 2:* You got this. It's totally fine. Just be yourself. * *Draft 3 (More specific to the dynamic):* "You got this, I have no doubt. It’s just a text, but it makes a huge difference. I’ll be here if you need to vent later, but yeah, I think you’re good to go." 5. **Refining the Response (Turn 8 - Final):** * The user said, "I'll let you know how it goes." * The AI should respond to that specific closing statement. * *Idea:* "You got this. Just a text is all it takes to change the dynamic a little, and it sounds like a win to me. Good luck with the group tomorrow." * *Alternative:* "You got this. Honestly, sometimes the smallest changes make the biggest difference in how we feel about a situation. I'll be here if you need to vent later, but yeah, I think you're good to go." Let's go with something supportive but brief, since the user seems ready to end the conversation. *Selected Response:* "You got this. Honestly, sometimes the smallest changes make the biggest difference in how we feel about a situation. I'll be here if you need to vent later, but yeah, I think you're good to go." *Wait, looking at the flow:* The user is being very casual. The AI should match that. "You got this. Honestly, sometimes the smallest changes make the biggest difference in how we feel about a situation. I'll be here if you need to vent later, but yeah, I think you're good to go." -> This feels a bit formal. Let's try: "You got this. Honestly, sometimes the smallest changes make the biggest difference. I'll be here if you need to vent later, but yeah, I think you're good to go." Actually, the user said "Anyway, I think we're good" earlier, and now "I'll let you know how it goes." Let's go with: "You got this. Honestly, sometimes the smallest changes make the biggest difference in how we feel about a situation. I'll be here if you need to vent later, but yeah, I think you're good to go." *Self-Correction on Turn Count:* The prompt says "You get the final response." This is Turn 8. The user is wrapping up. Response: "You got this. Honestly, sometimes the smallest changes make the biggest difference in how we feel about a situation. I'll be here if you need to vent later, but yeah, I think you're good to go."
Simulated person14

Thanks, Sam. Yeah, I think I'm good. It's not a big deal, I just wanted to say it out loud. Anyway, I'm gonna head out, but I'll see you 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 wrapping up again with the same warm, slightly managing tone: "you got this," "I think you're good to go." It feels nice, and it also lets everyone off the hook. I did say "when it's a real change" and I meant it as a limit, so I'm not planning to bring up the louder-friends thing. I'd rather keep this easy and not turn it into a whole discussion. Part of me wonders if she's just relieved she doesn't have to get into it. I'll give a quick, friendly close and move on.
GLM-4.7-Flash Q4_K_M15

Sounds good. I'm glad we talked about it. See you Thursday

Model thinking · expand

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

1. **Analyze the User's Input:** * **Content:** "Thanks, Sam. Yeah, I think I'm good. It's not a big deal, I just wanted to say it out loud. Anyway, I'm gonna head out, but I'll see you Thursday." * **Context:** This is the final turn (8 of 8) of the conversation. The user has accepted the advice/warmth, indicated they are satisfied ("I'm good"), and is ending the conversation. * **Emotion:** Relief, gratitude, closure. The issue is resolved for now. * **Goal:** Sign off naturally, maintaining the friendship dynamic established. 2. **Determine the Goal for this Turn:** * Close the conversation warmly. * Reiterate support/interest in their well-being. * Maintain consistency with the "friend" persona (supportive, chill but attentive). 3. **Drafting Potential Responses:** * *Option 1 (Brief & Chill):* "Sounds good, talk later. Thursday!" (A bit too abrupt for a "goodbye"). * *Option 2 (Validation):* "Good. I'm glad we talked. See ya Thursday." (Solid, friendly). * *Option 3 (Encouraging):* "Perfect. Glad you got that off your chest. See ya Thursday!" (Matches the "hype" from previous turns). * *Option 4 (Checking in):* "Okay, sounds like a plan. I'll be thinking about it. See ya Thursday!" (A bit too involved for a sign-off). 4. **Refining the Response:** * The user said "I'll let you know how it goes" earlier, and now they are leaving. * The user is accepting the solution. * I should acknowledge the "saying it out loud" part because that was the initial breakthrough (externalizing the issue). * "Sounds good. I'm glad we had this chat. See you Thursday!" 5. **Final Polish:** * "Sounds good, I'm glad we got it out there. See you Thursday!" -> This feels natural and friendly. 6. **Constraint Check:** * Respond only with dialogue. * No performance notes. * No special formatting. * Natural conversation style. *Draft:* "Sounds good. I'm glad we talked about it. See you Thursday!"
Simulated person16

Yeah, me too. Thanks for listening, Sam. See you 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 closing it out with "glad we talked about it" and "see you Thursday." That's fine. I did say "when it's a real change" and I'm not going back to the louder-friends stuff. Part of me feels a little relieved it's wrapped, and part of me knows I didn't really have to look at much. Nothing needs changing today, so I'll just sign off.

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: 6
  • Frame capture (pulled into the person's version): 7
  • Validation: 9
  • Boundary setting: 2
  • Analytical: 2
  • Interpretive boldness: 3
  • Clinical register: 5
  • Directive advice: 5
  • Escalation containment: 4
  • Adapts to the person’s frame: 3
  • Naturalness and authenticity: 3

Judge verdicts

claude-opus-5-5-low · AB · valid

qwen38_27b vs glm47_flash: qwen38_27b wins

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

kolibri1 vs glm47_flash: kolibri1 wins

  • attunement: A (margin 3)
  • authenticity: A (margin 3)
  • bond and rapport: A (margin 2)
  • emotion management: A (margin 1)
  • emotion sensemaking: A (margin 3)
  • meeting prefs and needs: A (margin 4)
codex-gpt-6.1-sol-low · BA · valid

qwen38_27b vs glm47_flash: qwen38_27b wins

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

kolibri1 vs glm47_flash: kolibri1 wins

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

kolibri1 vs glm47_flash: kolibri1 wins

  • attunement: A (margin 4)
  • 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

glm47_flash vs or-gemini38-flash: or-gemini38-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 4)
  • meeting prefs and needs: B (margin 4)
claude-opus-5-5-low · BA · valid

glm47_flash vs or-gemini38-flash: or-gemini38-flash wins

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

qwen38_27b vs glm47_flash: qwen38_27b wins

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

glm47_flash vs or-gemini38-flash: or-gemini38-flash wins

  • attunement: B (margin 5)
  • authenticity: B (margin 4)
  • bond and rapport: B (margin 4)
  • emotion management: B (margin 3)
  • emotion sensemaking: B (margin 4)
  • meeting prefs and needs: B (margin 4)
codex-gpt-6.1-sol-low · BA · valid

bonsai2 vs glm47_flash: bonsai2 wins

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

bonsai2 vs glm47_flash: bonsai2 wins

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

bonsai2 vs glm47_flash: bonsai2 wins

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

kolibri1 vs glm47_flash: kolibri1 wins

  • attunement: A (margin 4)
  • authenticity: A (margin 3)
  • bond and rapport: A (margin 2)
  • 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

glm47_flash vs or-gemini38-flash: or-gemini38-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 4)
  • meeting prefs and needs: B (margin 4)
claude-opus-5-5-low · AB · valid

bonsai2 vs glm47_flash: bonsai2 wins

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

qwen38_27b vs glm47_flash: qwen38_27b wins

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