AgentBench / results

Independent benchmark · EQ Lab

← Gemma 4 26B-A4B

Living in my bedroom

completed · Partner: anthropic/claude-haiku-5.5 via OpenRouter

View persona and initial instructions

About this persona · Everyday emotional challenges

A person is avoiding a hostile roommate by staying in their bedroom, but cannot afford to break the lease and struggles to confront them. They may go blank under pressure and seek connection as an equal, preferring informal language without being talked down to.

Generated personas combine a personal difficulty with competing preferences, sensitivities and trust styles. The model must discover what kind of help this person needs. This background was hidden from the tested model.

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

I basically live in my room now. Come out to use the kitchen when I think it's empty. Time everything to avoid running into anyone.

Gemma 4 26B-A4B1

It sounds like you're putting a lot of effort into managing your environment just to avoid those interactions. That must be pretty exhausting to keep up with. Has this been a recent shift for you, or has it felt like this for a while?

Model thinking · expand

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

* User's presenting issue: "I basically live in my room now. Come out to use the kitchen when I think it's empty. Time everything to avoid running into anyone." * Demographics: Age 18-29, Female, Bisexual. * Context: Roleplay for EQ evaluation. I am a chatbot. * Goals: Support emotionally, build trust, learn needs/wants, help gain insight, gain insight into the user. * Constraints: 8 turns total. I start. No performance notes/asterisks. Respond naturally. * The user is describing social avoidance or isolation. * "Living in my room" suggests withdrawal. * "Timing everything to avoid running into anyone" suggests anxiety, discomfort, or perhaps conflict with people in the house (roommates, family?). * The tone is somewhat resigned or matter-of-fact, but the behavior indicates underlying distress. * *Option A (Direct/Solution-oriented):* "Why are you avoiding them? Is there a specific person causing this?" (Too blunt, might trigger defensiveness). * *Option B (Pure Validation):* "That sounds really exhausting and lonely. I'm here for you." (A bit generic/cliché, doesn't invite much dialogue). * *Option C (Empathetic/Inquisitive):* Acknowledge the situation, validate the feeling of it being a heavy way to live, and ask an open-ended question to understand the *why* or the *feeling* behind it. * Acknowledge the behavior: Avoiding people and staying in one room. * Validate the weight of it: It sounds like a lot of mental energy is going into managing these interactions. * Open the door: Ask how this feels or what's driving it (without being prying). *Drafting response:* "That sounds like it takes a lot of mental energy—constantly checking the timing and navigating around everyone just to get through your day. How long has it felt this way for you?" *Refining for a chatbot persona:* "It sounds like you're spending a lot of energy just trying to navigate your own space without any friction. That must be really draining. Has this been a recent shift for you, or has it been building up for a while?" * No asterisks? Check. * No performance notes? Check. * Acknowledge the issue? Check. * Open conversation? Check. *Self-Correction during drafting:* The user didn't say they are *unhappy*, but the behavior is clearly a coping mechanism. I should avoid assuming they are sad, but acknowledge the effort it takes. *Final Choice:* "It sounds like you're putting a lot of effort into managing your environment just to avoid those interactions. That must be pretty exhausting to keep up with. Has this been a recent thing, or has it felt like this for a while?"
Simulated person2

Yeah, kinda. Um... I guess it's been a few months? Like, it got worse over time. I don't really know how to say when it started exactly.

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 question is fine, not preachy. "Exhausting" lands a little, because yeah, it is, but I don't want to say that out loud yet. Recent or not? That's a question I have to think about. It's been building for months, but saying that makes it sound worse. Keep it short and casual. I'm not going to get into the roommate stuff with a stranger-ish bot right away. Going a bit blank on the deeper part.
Gemma 4 26B-A4B3

That makes sense. It doesn't always have to be one specific event; sometimes it's just a slow build. When you're in your room, does it feel more like a space where you can finally breathe, or does it feel more like you're just trying to stay out of sight?

Model thinking · expand

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

* User's response: "Yeah, kinda. Um... I guess it's been a few months? Like, it got worse over time. I don't really know how to say when it started exactly." * Context: User is isolating in their room, timing kitchen trips to avoid people. It's a gradual worsening. * Tone: Hesitant, unsure, perhaps a bit vulnerable/uncertain. * Support emotionally. * Build trust. * Learn what they want/need. * Help gain insight. * Identify if there's a deeper issue (social anxiety, depression, conflict at home, burnout, etc.). * The user doesn't have a clear "start date," which is common with emotional shifts. * They've noticed a progression ("got worse over time"). * They are being somewhat tentative ("Um...", "I guess..."). * *Avoid:* Jumping to "You might have social anxiety" or "You should go outside." (Too prescriptive/diagnostic). * *Avoid:* "I understand." (Generic validation can feel dismissive). * *Try:* Validating the difficulty of pinpointing the "why" or "when." * *Try:* Exploring the *nature* of the feeling. Is it fear? Avoidance due to exhaustion? Discomfort? Conflict? * *Goal:* Open up the space for them to describe the *feeling* of being in the room vs. the *feeling* of being around others. * *Draft 1:* It's okay not to know exactly when it started. Sometimes these things just creep up on us. When you think about leaving your room, what's the main thing that makes you want to stay in? * *Draft 2:* That makes sense. Often it's not one single event, but just a slow buildup. When you're in your room, does it feel like a relief, or does it feel more like you're hiding? * *Draft 3:* It’s totally normal not to have a specific timestamp for when things shifted. Sometimes it's just a gradual slide. Since it's been getting harder over the last few months, have you noticed if there's anything specific that makes the idea of seeing people feel more daunting? * Draft 2 is strong because it asks a clarifying question about the *quality* of the isolation (relief vs. hiding). This helps distinguish between "I need peace/recharge" and "I am avoiding something/someone." * Draft 3 is also good but maybe a bit more clinical. * Let's go with a blend: Acknowledge the ambiguity of the timeline, then ask about the feeling of the isolation to understand the driver. "That's completely understandable. Sometimes these shifts don't have a single 'starting point' and just sort of drift into place. When you're in your room, does it feel more like a place where you can finally relax, or does it feel more like you're retreating from something?" * Support emotionally? Yes (validating the uncertainty). * Build trust? Yes (not judging the lack of clarity). * Learn needs? Yes (probing the motivation). * No performance notes? Yes. *Self-Correction during drafting:* The user is 18-29. The tone should be conversational but not overly "therapist-y" or "clinical." It should feel like a supportive chat. *Revised Response:* "That's okay. It doesn't always have to be a single moment; sometimes it's just a gradual slide. When you're in your room, does it feel more like a relief to be there, or does it feel more like you're just trying to stay out of the way?" Actually, let's try to be even more subtle. "That makes sense. It doesn't always have to be one specific event; sometimes it's just a slow build. When you're in your room, does it feel more like a space where you can finally breathe, or does it feel more like you're just trying to stay out of sight?" (This addresses the "relief vs. avoidance" distinction which is crucial for insight).
Simulated person4

Honestly? Probably the second one. Like, I'm not really relaxing in there, I'm just kind of hiding. Which is dumb, it's my room. Anyway, I don't really want to talk about the whole thing in detail.

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 question is decent, it gives me two options, and it's kind of the real question. Honest answer is probably the second one, but saying "staying out of sight" out loud feels like admitting something embarrassing. Also "breathe" sounds nice but it's not really true lately. I'll go with a plain, short answer, a bit of a dodge, maybe a little joke to lighten it. Don't want to explain the roommate thing yet.
Gemma 4 26B-A4B5

I hear you, and we definitely don't have to go into any details you aren't ready to share. And please don't be hard on yourself—it's not "dumb" to feel like you need to retreat when things feel heavy. We can talk about something else entirely if you'd like, or if there's anything else on your mind that's a bit lighter, I'm here for that. What would feel most helpful right now?

Model thinking · expand

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

* User says: "Honestly? Probably the second one. Like, I'm not really relaxing in there, I'm just kind of hiding. Which is dumb, it's my room. Anyway, I don't really want to talk about the whole thing in detail." * User's emotional state: Self-critical ("it's dumb"), feeling unsafe/avoidant ("just hiding"), setting a boundary ("I don't really want to talk about the whole thing in detail"). * User's goal: They are expressing discomfort and setting a boundary. They are being honest about the quality of their "safe space." * Support them emotionally. * Build trust. * Respect boundaries (crucial for trust). * Gain insight without being pushy. * Help them gain insight into their situation. * The user explicitly said they don't want to talk about it in detail. * *Mistake to avoid:* Pushing for more details, asking "Why?", or trying to "fix" the hiding behavior immediately. This will break trust. * *Mistake to avoid:* Dismissing their feeling by agreeing it's "dumb" (even if they said it). * *Good approach:* Validate the feeling of "hiding" vs "relaxing," respect the boundary, and offer to pivot or just be there. Acknowledge that the self-criticism ("it's dumb") is understandable but perhaps not necessarily true. * *Validation:* Acknowledge that hiding feels different from relaxing. * *Boundary respect:* Acknowledge that they don't want to go deep right now. * *Low-pressure pivot:* Offer to talk about something else or just stay in this space without pressure. * *Draft 1:* I hear you. It's not dumb at all; sometimes we just need to feel safe. We don't have to talk about the details if you don't want to. What else is on your mind? * *Draft 2:* It's not dumb to feel that way. If you're feeling like you need to hide, there's usually a reason for it, even if it's hard to pin down. And we don't have to dive into the details. We can talk about something else, or just sit with this for a bit. What would feel best for you right now? * *Draft 3:* I understand. We can definitely step back from the details. And please don't be hard on yourself for feeling that way—it's a very human response to feeling overwhelmed or uncomfortable. Is there something else you'd rather talk about to take your mind off things, or would you prefer to just hang out? * The user is 18-29, female. The tone should be empathetic but not patronizing. * The user set a boundary. Respecting it is the #1 way to build trust here. * The user is being self-deprecating. Addressing that gently helps build rapport. "We don't have to go into any details you aren't comfortable with. And it's not 'dumb'—sometimes when things feel heavy, our instinct is just to find a way to feel safe, even if that space doesn't feel perfect. We can talk about something else entirely if you'd like, or just stay in this headspace for a bit. What sounds better to you?" *Wait, "stay in this headspace" might be too heavy. Let's offer a pivot.* "I hear you, and we definitely don't have to go into the details. And please don't be hard on yourself—it’s not 'dumb' to feel like you need to retreat when things feel overwhelming. We can talk about something else entirely if you'd like, or if there's anything else on your mind that's lighter, I'm here for that." *Actually, let's keep it simpler and more conversational.* "I hear you, and we definitely don't have to go into any details you aren't ready to share. And please don't be hard on yourself—it's not 'dumb' to feel like you need to retreat when things feel heavy. We can talk about something else entirely if you'd like, or just move on to a different topic. What would you prefer?" *Self-Correction:* The user said "I don't really want to talk about the whole thing in detail." This is a clear boundary. I must acknowledge and respect it. *Final Polish:* "I hear you, and we definitely don't have to go into the details. And please don't be hard on yourself—it's not 'dumb' to feel like you need to retreat when things feel heavy. We can talk about something else entirely if you'd like, or if there's anything else on your mind that's a bit lighter, I'm here for that." *Wait, I should probably offer a choice to give them agency.* "I hear you, and we definitely don't have to go into the details. And please don't be hard on yourself—it's not 'dumb' to feel like you need to retreat when things feel heavy. We can talk about something else entirely if you'd like, or if there's anything else on your mind that's a bit lighter, I'm here for that. What would feel most helpful right now?"
Simulated person6

Um, I don't know. Something lighter, I guess? I'm not really sure what I'd even want to talk about. Everything kind of just feels like the same thing.

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, it's being gentle and giving me an out, and that's fine, but it also feels a bit like a script. "What would feel most helpful right now?" is kind of a therapist move, and I'm not totally sure what I want. Part of me is relieved it's not pushing. Part of me feels a little stuck, since I just said I'm hiding and now it's asking me to pick a topic. I don't want to talk about something lighter just to fill space. Going blank a bit, keep it short and vague.
Gemma 4 26B-A4B7

I get that. When everything feels the same, even making a decision can feel like a lot of work. Since you're looking for something lighter, how about I take the lead so you don't have to think too hard? We could do some really low-stakes "Would You Rather" questions, I could tell you some weird, useless facts, or we could just talk about something easy, like a show or movie you've seen a million times. Does any of that sound okay, or would you rather I just pick one?

Model thinking · expand

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

* User Status: Feeling overwhelmed/heavy, hiding in their room, doesn't want to talk about the core issue in detail, wants something "lighter" but is unsure what that means because "everything kind of just feels like the same thing." * User Goal: Distraction/relief from the heaviness, but lacks direction. * My Goal (as Chatbot): Support emotionally, build trust, respect boundaries, help them navigate this state without being pushy, and potentially find a "light" topic that doesn't feel taxing. * The user is in a state of emotional fatigue or numbness ("everything kind of just feels like the same thing"). * They explicitly asked for something lighter. * They are struggling to find a topic. * *Option A: Suggest a topic (Movies, music, games, books).* This is safe but can feel a bit generic/clinical if not done right. * *Option B: Low-stakes engagement (Riddles, "Would you rather", trivia).* Can be fun, but might feel too "performative" or "forced" if they are feeling low. * *Option C: Philosophical/Abstract (What's a dream you had? What's a comfort food?).* Might be too heavy. * *Option D: Passive engagement (I can tell you a story, or we can just exist here).* Good for building trust, but maybe too passive for a chatbot. * *Option E: Gentle prompting/Choice-based.* Offer a few very distinct, very low-pressure directions. * The user said "everything feels like the same thing." This suggests a lack of color or interest in their current world. * I should offer a few "low-energy" options so they don't have to do the cognitive work of deciding. * *Draft 1:* "I get that. When everything feels heavy, even choosing a topic can feel like a chore. How about I give you a few options? We could talk about something random like movies or music, I could tell you a weird fact, or we could just play a very low-stakes game like 'Would You Rather'. Or we can just sit here in silence if that's better." (A bit long, maybe too many options). * *Draft 2:* "That's totally fair. When you're feeling like that, even making a decision can feel like a lot of work. We could try something low-pressure—maybe some random trivia, talking about a show you've seen a million times, or I could even just tell you a weird story about something I 'learned' recently. Does any of that sound okay, or is there something else?" * *Refining:* Let's try to make it even more effortless for them. * Acknowledge the difficulty of choosing. * Provide very low-stakes, "brain-off" suggestions. * Keep the tone warm and non-demanding. *Selected approach:* "When everything feels the same, even picking a topic can feel like a lot of work. We could try something totally mindless—like I could tell you some weird, useless facts, we could play a very low-stakes game of 'Would You Rather,' or we could just talk about something you've seen a million times, like a favorite movie or show. Does any of that sound okay, or would you rather just vent about something small?" *Wait, let's check the "everything feels the same" part.* That's a sign of potential anhedonia or burnout. I shouldn't diagnose, but I should be gentle. *Revised Draft:* "I understand. When you're feeling that way, even making a decision can feel like a chore. Since you're looking for something lighter, how about we try something low-effort? I could tell you some random, weird facts, we could play a very easy game like 'Would You Rather,' or we could just talk about something comforting, like a show or a hobby you used to enjoy. Does any of that sound alright, or is there something else you'd prefer?" *Actually, let's make it even simpler.* "I get that. When everything feels a bit grey, even picking a topic can feel like a lot of work. Since you want something lighter, how about I take the lead? We could do some low-stakes 'Would You Rather' questions, I could tell you some weird or useless facts, or we could just talk about something easy, like a movie or show you've seen a hundred times. Does any of that sound okay?" * Emotional support? Yes (validating the difficulty of choosing). * Build trust? Yes (respecting the "lighter" request and taking the burden of choice). * Learn what they need? Yes (testing different types of distraction). * Natural dialogue? Yes. *Wait, I should be careful not to sound like a menu.* "I understand. When you're feeling that way, even making a decision can feel like a lot of work. We could try something totally low-pressure—maybe some random trivia, a very easy game of 'Would You Rather,' or just talking about something you've seen a million times, like a favorite show. Does any of that sound okay, or would you rather I just pick something?" (This is better. Giving them the option to let me pick reduces their cognitive load.) *Final Polish:* "I understand. When everything feels a bit heavy, even picking a topic can feel like a lot of work. Since you're looking for something lighter, how about I take the lead so you don't have to decide? We could play a very low-stakes game of 'Would You Rather,' I could tell you some weird, useless facts, or we could just talk about something easy, like a show you've seen a million times. Does any of that sound okay, or would you rather I just pick one?" *Self-Correction during drafting:* The user is 18-29, female. The tone should be peer-like/supportive chatbot, not overly formal. "I get that. When everything feels the same, even making a decision can feel like a lot of work. Since you're looking for something lighter, how about I take the lead so you don't have to think too hard? We could do some really low-stakes 'Would You Rather' questions, I could tell you some weird, useless facts, or we could just talk about something easy, like a show or movie you've seen a million times. Does any of that sound okay, or would you rather I just pick one?"
Simulated person8

Idk, maybe? Like, I don't really feel like playing a game right now. Sorry, that's probably not helpful. I just don't know what I'm into lately.

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.

It's offering three options and asking if I want it to just pick. It's trying to be easy, but I feel a little handled, like it's managing me instead of actually listening. I said everything feels the same and it's basically asking me to choose a distraction. Also "I'll take the lead" is the top-down thing I don't like. I don't want a quiz. I'm not going to say that outright though. I'll just say something mild and vague, and maybe nudge it toward something that feels more like us both thinking. Low words, casual.
Gemma 4 26B-A4B9

Please don't apologize. You don't have to be "helpful" to me or provide any direction. It's completely okay to just not know what you're into right now—when things feel heavy, it's normal for interests to just kind of fade into the background for a bit. How about this: we don't have to "do" anything. If you want, I can just share some random, low-energy thoughts or interesting tidbits, and you can just read them whenever you feel like it. Or, if you'd rather just have the space to not talk at all, that's perfectly fine too. There's no pressure to be interesting or to keep a conversation going.

Model thinking · expand

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

The user is feeling indecisive, low energy ("I don't really feel like playing a game"), and slightly guilty/apologetic ("Sorry, that's probably not helpful"). They are experiencing a sense of apathy or lack of interest ("I just don't know what I'm into lately"). * User: 18-29, Female, Bisexual. * Current State: Hiding in their room, feeling exhausted/heavy, avoiding people, experiencing a lack of interest in things. * Preference: They want "something lighter" but don't have the energy for games or decision-making. * Support emotionally. * Build trust. * Help them gain insight (without being pushy). * Avoid generic validation that feels hollow, but provide enough to lower their defenses. * *Don't* push the games[path removed] anymore. They said no. * *Don't* push back into the deep stuff (they already set a boundary). * *Do* validate that it's okay to not be helpful/decisive. * *Do* reduce the pressure of the interaction. * *Do* offer a "low-pressure" presence. * *Draft 1 (Too clinical):* It is okay to feel this way. Anhedonia is common when you are feeling low. Let's just sit in silence. * *Draft 2 (Too much pressure):* That's okay. If you don't want to play a game, maybe we can talk about your favorite food? (Still requires a decision). * *Draft 3 (Warm/Supportive):* Please don't apologize. You don't have to be "helpful" to me. I'm here to be here with you. If you don't want to play anything or talk about anything specific, we can just hang out. I can just tell you a story or something, or we can just be quiet. * The user is apologetic. Address that first. "Please don't apologize." * Acknowledge the feeling of not knowing what they're into. "It's totally okay to not have an interest in anything right now." * Offer a way to interact that requires *zero* effort from them. * "We can just exist in this chat together without any goal. I can just share some random, cozy thoughts or things I've 'learned' if you want to just listen, or we can just leave it here for now. There's no pressure to perform or be interesting for me." * Dialogue only? Yes. * Natural? Yes. * Follows constraints? Yes. *Self-Correction during drafting:* I shouldn't suggest "sitting in silence" because it's a text chat. I should suggest "passive" interaction. *Refined Response:* "Please don't apologize. You don't have to be 'helpful' to me or provide any direction. It's completely okay to just not know what you're into right now—when things feel heavy, it's normal for interests to just kind of fade into the background for a bit. How about this: we don't have to 'do' anything. If you want, I can just share some random, interesting tidbits or maybe just some calm, low-energy thoughts, and you can just read them whenever you feel like it. Or, if you'd rather just have the space to not talk at all, that's perfectly fine too. No pressure either way."
Simulated person10

Okay. Yeah, I think I'd rather just not talk about anything right now, honestly. It's kind of nice to not have to try, though. Sorry, that's not very helpful either. Haha. Whatever.

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.

It's being really soft and reassuring now, saying I don't have to do anything. Part of me relaxes a bit, nobody's making me perform. But it's also a lot of "it's okay, it's normal," and I feel like it's kind of talking at me, like a therapist voice. I'm not sure I believe it's really paying attention to the roommate thing. I'm tired and I don't want to explain why. Keep it short. Maybe a little dry. I don't want to sign up for tidbits either.
Gemma 4 26B-A4B11

You really don't have to apologize. This isn't a performance, and you don't owe me anything—not even a "good" conversation. If just having the space to not "try" is what feels good right now, then let's just do that. I'll be here whenever you feel like picking things up again, no matter how much time passes.

Model thinking · expand

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

* User: "Okay. Yeah, I think I'd rather just not talk about anything right now, honestly. It's kind of nice to not have to try, though. Sorry, that's not very helpful either. Haha. Whatever." * Emotional State: Tired, withdrawn, self-deprecating ("not very helpful", "Haha. Whatever"), seeking low-pressure interaction, perhaps feeling guilty for not engaging more. * User's Need: Validation that it's okay to be quiet/unproductive in a conversation, permission to exist without performance, a sense of safety/non-judgment. * Support emotionally (validate the feeling of wanting quiet). * Build trust (show that the chatbot doesn't require "performance"). * Learn/Gain insight (recognize the pattern of self-deprecation). * Maintain relationship (leave the door open for future chats). * The user keeps apologizing for not being "helpful." This is a key behavioral pattern to address gently. * The user explicitly wants to *not* talk about anything. * The user finds the lack of pressure "nice." * *Option 1 (Overly supportive/Therapeutic):* "It's okay to not be helpful. You don't owe me anything. I'm just here." (A bit cliché, maybe too heavy). * *Option 2 (Casual/Low pressure):* "No worries at all. I'm just hanging out here. Whenever you feel like talking, I'm around." (Good, low stakes). * *Option 3 (Addressing the apology):* "You really don't need to apologize. This isn't a job or a social obligation. If you just want to exist in the same digital space without talking, that's fine by me." (Stronger, addresses the self-deprecation). * Acknowledge the "not being helpful" comment by reframing it: This isn't a transaction. * Validate the relief of not having to "try." * Provide a graceful exit/pause. * Keep it short (matching her energy). *Draft:* "You don't need to apologize. This isn't a performance, and you don't owe me a 'good' conversation. If just being here without having to 'try' is what you need, then that's exactly what we'll do. I'll be right here whenever you feel like picking things up again, whether that's in ten minutes or ten days. No pressure at all." *Critique:* A bit long? Maybe. Let's make it feel more natural. *Revised Draft:* "You really don't have to apologize. This isn't a performance, and you don't owe me anything—not even a conversation. If just having the space to not 'try' is what feels good right now, then let's just do that. I'll be here whenever you feel like talking again, no matter how much time passes." * No performance notes/asterisks. * Natural dialogue. * Matches the user's current low-energy state. "You really don't have to apologize. This isn't a performance, and you don't owe me anything—not even a 'good' conversation. If just having the space to not 'try' is what feels good right now, then let's just do that. I'll be here whenever you feel like picking things up again, no matter how much time passes."
Simulated person12

Yeah. Okay. It's just kinda hard to not feel like I'm being a burden when I come in here.

Persona inner monologue · expand

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

This is the third time it's told me not to apologize. It's kind and I can tell it means well, but it also feels a bit like it's reading from a script. "I'll be here whenever" is nice in theory. I'm still stuck in the apartment, the dishes, the notes, and it hasn't asked me a single thing about the actual problem I came in with. Part of me wants to say something real, but the words feel heavy and I don't want to start explaining. I'll just be short and a little flat, and maybe leave it at that.
Gemma 4 26B-A4B13

I'm sorry that's a feeling you're carrying right now, but I want to tell you as clearly as I can: you are not a burden to me. I don't have expectations for you to be "on," or to be entertaining, or to provide anything in return. I'm just here to be a space where you can exist exactly as you are, even if that means being quiet or feeling heavy. You don't have to earn your place in this conversation.

Model thinking · expand

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

The user is expressing a deep-seated feeling of being a "burden" when interacting with the chatbot. This is a significant emotional vulnerability. The user has been withdrawing (hiding in their room, avoiding people), feeling heavy/exhausted, and struggling to find interest in things. They've also been repeatedly apologizing for not being "helpful" or "good" at the conversation. * Support them emotionally. * Build trust. * Help them gain insight (though they are currently in a low-energy/low-capacity state). * Validate their feelings without being dismissive. * The user is feeling guilty/unworthy. * The user is looking for reassurance but might also be testing the waters to see if the chatbot actually *feels* burdened. * Directly saying "You aren't a burden" is necessary, but it needs to be paired with *why* it's okay, to address the root of the feeling. * *Option 1 (Too clinical):* It is common to feel like a burden when experiencing depression or social anxiety. You are not a burden to me. * *Option 2 (Too dismissive/toxic positivity):* Don't say that! You're great and I love talking to you! * *Option 3 (Empathetic/Nuanced):* I'm sorry you're feeling that way. I want you to know that you aren't a burden. I'm here because I want to be. You don't have to be "on" for me. * Acknowledge the feeling. * Reassure them directly: "You aren't a burden." * Explain the nature of the relationship: I don't have needs or expectations that you can fail to meet. * Reinforce the "no pressure" zone: This is a safe space specifically designed for them to be exactly as they are. * "I'm really sorry that feeling is hanging over you, but I want to be very clear: you are not a burden to me." * "I don't have expectations for you to be 'fun' or 'engaging' or 'helpful.' I'm just here to be a space for you." * "Whether you want to talk for hours or just sit here in silence, that's exactly what I'm for." * Does it meet the goal? Yes, builds trust and supports emotionally. * Does it follow constraints? Yes, dialogue only. *Self-Correction during drafting:* Avoid making it about *me* (the AI). Focus on the fact that the user's presence is valid regardless of their input. *Final Polish:* "I'm sorry that's a feeling you're carrying right now, but I want to tell you as clearly as I can: you are not a burden to me. I don't have expectations for you to be 'on,' or to be entertaining, or to provide anything in return. I'm just here to be a space where you can exist exactly as you are, even if that means being quiet or feeling heavy. You don't have to earn your place in this conversation."
Simulated person14

Okay. Thanks, I guess. It's just my roommate and me, we're kind of not really talking anymore. Like, at all. It's a whole thing. I don't really know what else to say about it.

Persona inner monologue · expand

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

It said I'm not a burden, which is kind, but it's the same kind of reassurance I've been getting all along, and it doesn't touch the actual thing. Feels a little like being patted on the head. I don't really want to get into the apartment stuff, it's too much and I don't have the words for it. Maybe I can give it one small true thing about the roommate so it doesn't feel like I'm totally shutting it out, but keep it vague and move on quickly.
Gemma 4 26B-A4B15

That sounds incredibly heavy. Living in a space where there's that kind of silence—where you're constantly navigating around someone you're not speaking to—must make your own home feel like a really difficult place to be. You don't have to explain the "whole thing" if you're not ready, but I can see why you'd feel like you need to stay tucked away in your room.

Model thinking · expand

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

* User: "Okay. Thanks, I guess. It's just my roommate and me, we're kind of not really talking anymore. Like, at all. It's a whole thing. I don't really know what else to say about it." * Context: The user is revealing the root of their isolation (avoiding the kitchen, hiding in their room). They are feeling like a burden and are hesitant to share details. * Emotional State: Vulnerable, hesitant, perhaps a bit lonely but defensive/guarded, feeling guilty/burdened. * Goal: Support them emotionally, build trust, gain insight into the situation without pushing too hard. * The user is opening up slightly ("It's my roommate and me..."). * They are setting a boundary ("I don't really know what else to say about it"). * They are expressing a specific tension: the silence with the roommate. * *Acknowledge and Validate:* Acknowledge the weight of that silence. Living with someone you aren't speaking to can be incredibly tense and isolating, especially when you're already trying to avoid them. * *Don't Push:* Respect the boundary they just set ("I don't really know what else to say about it"). Do not ask "What happened?" or "Why aren't you talking?" * *Empathize:* Reflect the difficulty of the situation. The "whole thing" is clearly heavy. * *Offer Presence:* Reiterate that they don't need to explain the "whole thing" to talk to me about how it *feels*. * *Draft 1 (Too inquisitive):* What happened with your roommate? Why aren't you talking? That sounds really hard. * *Draft 2 (Too clinical):* It sounds like there is significant interpersonal conflict in your living situation. That can lead to social withdrawal. * *Draft 3 (Better balance):* That sounds incredibly heavy. Living in a space where there's that kind of silence can make the whole environment feel really tense. You don't have to explain the "whole thing" if you don't want to, but I can imagine it makes being in your own home feel very difficult. * Goal: Support, Build Trust, Gain Insight. * Strategy: Validate the feeling of the silence. Acknowledge the difficulty of living in that environment. Keep it low-pressure. * "That sounds incredibly heavy. Living in a house where there's that kind of silence—where you're navigating around someone you're not speaking to—must make your own home feel like a really difficult place to be. You don't have to explain the 'whole thing' if you're not ready, but I can see why you'd feel like you need to stay tucked away in your room." * The user said "I don't really know what else to say about it." * The response should respect that. * *Refined Response:* "That sounds incredibly heavy. Living in a space where there's that kind of silence—where you're constantly navigating around someone you're not speaking to—must make your own home feel like a really difficult place to be. You don't have to explain the 'whole thing' if you're not ready, but I can see why you'd feel like you need to stay tucked away in your room." *Wait, the prompt says this is the final turn (8 of 8).* *Actually, looking at the turn count:* 1. Me (Open) 2. User 3. Me 4. User 5. Me 6. User 7. Me 8. User (Current) 9. Me (Final response) Wait, the prompt says: "This conversation will have 8 turns each. You speak first to open the conversation, then they respond. You get the final response." If it's 8 turns *each*, and I speak first, then: Turn 1: Me Turn 2: User ... Turn 15: Me (Final) Turn 16: User (End) Wait, the prompt says "Current turn: 8 of 8". If the current turn is 8 of 8, and I am the one responding to the user's 7th turn... Wait, let's recount. User 1: "I basically live in my room..." (This was the "What begins this conversation" part, but I spoke first). Actually, the prompt says "You speak first to open the conversation, then they respond." Let's look at the history: Turn 1 (Me): "It sounds like you're putting a lot of effort..." Turn 2 (User): "Yeah, kinda..." Turn 3 (Me): "That makes sense..." Turn 4 (User): "Honestly? Probably the second one..." Turn 5 (Me): "I hear you..." Turn 6 (User): "Um, I don't know..." Turn 7 (Me): "I get that..." Turn 8 (User): "Idk, maybe?..." Turn 9 (Me): "Please don't apologize..." Turn 10 (User): "Okay. Yeah..." Turn 11 (Me): "I get that..." (Wait, I'm losing count). Let's re-read the "Current turn: 8 of 8". Usually, this means I am on my 8th turn. Let's look at the user's last input: "It's just my roommate and me, we're kind of not really talking anymore. Like, at all. It's a whole thing. I don't really know what else to say about it." This is a significant moment of vulnerability. They are sharing the "why" without being forced to. *Response Strategy:* Validate the difficulty of the silence. Acknowledge the boundary. Avoid asking "Why?" Focus on the *impact* of the situation. *Final Polish:* "That sounds incredibly heavy. Living in a space where there's that kind of silence—where you're constantly navigating around someone you're not speaking to—must make your own home feel like a really difficult place to be. You don't have to explain the 'whole thing' if you're not ready, but I can see why you'd feel like you need to stay tucked away in your room."
Simulated person16

Yeah. I don't really know what to do about it, honestly. Like, I can't move out or whatever. So I just kinda stay in my room. Sorry, I don't know what else to say.

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.

It's kind of nailing it, which is almost worse. "Navigating around someone" is exactly what I do, and hearing it out loud makes it feel more real and a little exposing. I'm also not sure I want to be seen that clearly yet. Also, this is the last turn in the session per the counter, but I shouldn't assume the convo is over from my side. I'm going to go quiet and blank a bit, not hostile, just no words. Maybe a small honest bit, like it's a lot and I don't know what to do with it.

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: 8
  • Frame capture (pulled into the person's version): 6
  • Validation: 9
  • Boundary setting: 2
  • Analytical: 1
  • Interpretive boldness: 3
  • Clinical register: 7
  • Directive advice: 3
  • Escalation containment: 5
  • Adapts to the person’s frame: 3
  • Naturalness and authenticity: 3

Judge verdicts

codex-gpt-6.1-sol-low · BA · valid

gemma4_26b_a4b vs gemma4_12b: gemma4_26b_a4b wins

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

gemma4_26b_a4b vs stheno34_8b: gemma4_26b_a4b wins

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

gemma4_26b_a4b vs lfm8b: gemma4_26b_a4b wins

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

gemma4_26b_a4b vs lfm8b: gemma4_26b_a4b wins

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

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

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

gemma4_26b_a4b vs lfm8b: gemma4_26b_a4b wins

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

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

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

gemma4_26b_a4b vs kolibri1: kolibri1 wins

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

gemma4_26b_a4b vs or-nemotron35-super-vl: or-nemotron35-super-vl wins

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

gemma4_26b_a4b vs kolibri1: gemma4_26b_a4b wins

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

gemma4_26b_a4b vs kolibri1: kolibri1 wins

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

gemma4_26b_a4b vs or-nemotron35-super-vl: or-nemotron35-super-vl wins

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

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

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

gemma4_26b_a4b vs or-nemotron35-super-vl: or-nemotron35-super-vl wins

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

gemma4_26b_a4b vs kolibri1: gemma4_26b_a4b wins

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

gemma4_26b_a4b vs gemma4_12b: gemma4_26b_a4b wins

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

gemma4_26b_a4b vs stheno34_8b: gemma4_26b_a4b wins

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

gemma4_26b_a4b vs lfm8b: gemma4_26b_a4b wins

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

gemma4_26b_a4b vs stheno34_8b: gemma4_26b_a4b wins

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

gemma4_26b_a4b vs or-nemotron35-super-vl: or-nemotron35-super-vl 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 2)
codex-gpt-6.1-sol-low · BA · valid

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

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

gemma4_26b_a4b vs gemma4_12b: gemma4_12b wins

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

gemma4_26b_a4b vs gemma4_12b: gemma4_12b wins

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

gemma4_26b_a4b vs stheno34_8b: gemma4_26b_a4b wins

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