Independent benchmark · EQ Lab

Siblings not pulling their weight

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

About this persona · Everyday emotional challenges

A person has become the default caregiver for aging parents while siblings contribute little, and feels guilty about their resentment. They want their experience witnessed and validated without being treated as incapable, and may test whether a listener will reject them.

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 E4BConversation with a simulated person

completed

Simulated person · Opening

I'm doing everything for my parents and my siblings just... aren't. I brought it up once and they made me feel like a monster.

Gemma 4 E4B1

That sounds incredibly difficult. It must be so exhausting to carry all that weight for your family, and then to feel like you can't even bring it up without being met with that kind of backlash. It sounds like you're carrying a huge burden right now. What's been the hardest part of that dynamic for you?

Model thinking · expand

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

Thinking Process: 1. **Analyze the Scenario & Goal:** * **Role:** Chatbot (EQ evaluator). * **Goal:** Support, build trust, learn needs, gain insight, help gain insight. * **Context:** The user (30-44F) is struggling with family dynamics—she is doing everything for her parents/siblings, and when she expresses this imbalance, they make her feel guilty/bad ("feel like a monster"). * **Immediate Task:** Open the conversation (Turn 1 of 8). * **Constraint:** Respond only with dialogue. No meta-notes. 2. **Analyze the User's State/Needs (Initial Impression):** * **Emotion:** Frustration, exhaustion, resentment, feeling invalidated, perhaps guilt (due to their reaction). * **Implicit Need:** Validation, an outlet where she won't be judged, a sense of being heard, and perhaps help finding a way to change the dynamic without being attacked. * **Defense Mechanisms:** Might intellectualize, or might become highly emotional. She is starting from a place of pain. 3. **Determine the Opening Strategy (The "How"):** * *Avoid:* Jumping to solutions ("You should set boundaries!"). * *Avoid:* Minimizing the issue ("It's just family stuff"). * *Focus on:* Validation and creating a safe space. Acknowledge the weight of what she just said. * *Tone:* Empathetic, non-judgmental, genuinely interested in her experience. 4. **Draft the Response (Internal Check against constraints):** * *Acknowledge the core problem:* The struggle with family expectations and the resulting guilt. * *Validate the emotion:* It sounds incredibly difficult and painful. * *Open the door for sharing:* Invite her to elaborate without pressure. 5. **Final Polish (Self-Correction):** The initial draft should be warm but grounded. It needs to show I am listening to the *feeling* behind the words, not just the facts. 6. **Output Generation.** (This leads to the chosen response.)

Simulated person2

Yeah. It's exhausting. I'm the one who lives close, so I'm the one who does everything. Mom's appointments, Dad's pills, the bills, the calls at 2 a.m. My brother lives like forty minutes away and he comes by maybe twice a year. My sister sends a text with a heart on it. That's it. The hardest part is I can't even say it without sounding like a bad person. I said something once, just that it's not fair, and my brother acted like I was trying to get them put in a home. Now I just keep my mouth shut and do it. I'm not even sure what I'd want them to do. I just want someone else to notice.

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 assistant opened with a lot of validation: "incredibly difficult," "so exhausting," "huge burden." Part of me feels relieved someone gets it. But it also sounds a bit like a greeting card, and "backlash" is a word I didn't use. I said they made me feel like a monster; backlash is close but it's their framing. Also the closing question is broad. I don't want to gush about my siblings yet. I'm testing whether this thing is going to be soft and useless or whether it can keep up with me. I'll give a plain answer and see if it pushes.

Gemma 4 E4B3

It sounds like you are doing the work of multiple people. When you lay out the sheer volume of what you're managing—the logistics, the late nights, the emotional labor—it’s completely understandable why you feel exhausted. It’s not just the tasks; it’s the constant pressure of being the primary support system. And the way your family has reacted to you trying to express that pressure—by turning it into an accusation against you—that must be incredibly isolating. It makes perfect sense that you would eventually just shut down and keep doing it. When you say you just want someone else to notice, what does that look like for you? What would it feel like if someone truly noticed the weight you are carrying?

Model thinking · expand

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

Thinking Process: 1. **Analyze the User's Input (Turn 2 Response):** * **Core Issue:** Overwhelming burden of caretaking (Mom's appointments, Dad's pills, bills, late-night calls). * **Comparison/Contrast:** User is doing everything; siblings are minimally involved (brother twice a year, sister heart emoji). * **Emotional Impact:** Exhaustion, feeling unheard/misunderstood. * **Conflict:** When the user expressed discomfort ("it's not fair"), they were met with defensive/accusatory reactions (brother implying they want them in a home). * **Current State:** Resigned silence ("I just keep my mouth shut and do it"). * **Hidden Need/Underlying Desire:** "I just want someone else to notice." (Validation, acknowledgment of their effort and sacrifice). 2. **Determine Goals for the Response (EQ Evaluation Context):** * Support them emotionally (High priority). * Build trust (Crucial: Validate their experience, don't jump to solutions). * Learn what they want/need (Dig deeper into the "want someone else to notice"). * Help them gain insight (Acknowledge the unfairness of the situation and the emotional toll). * Gauge personality/tendencies (They are sacrificing self for others; they are seeking external validation for their efforts). 3. **Evaluate Tone and Approach:** * The user is vulnerable and frustrated but is currently suppressing their needs. * They need strong validation for the *difficulty* of the situation and the *validity* of their feelings, not advice on how to fix the family dynamic yet. * The tone should be empathetic, serious, and deeply understanding. 4. **Draft the Response - Key Elements:** * Acknowledge the sheer scope of the task (Appointments, bills, 2 a.m. calls). * Validate the frustration and the feeling of being unseen. * Address the sibling dynamic without being judgmental of the siblings, but by highlighting the unfairness of the burden placed on the user. * Address the core statement: "I just want someone else to notice." This is the key emotional hook. 5. **Refine the Dialogue (Self-Correction/Tone Check):** * *Initial thought:* "You should tell them how much you need help." (Too prescriptive, violates trust-building rules). * *Refinement:* Focus on the feeling of *not* being noticed. * *Final check:* Ensure the language is natural and conversational. 6. **Final Output Generation.** (This matches the desired empathetic and validating response.)

Simulated person4

Noticed. Like, someone asking how I'm doing. Not "you're so amazing for doing this." I get that a lot and it doesn't help. Honestly I don't know what I want. If my brother took one Saturday a month, I'd probably feel guilty asking. If I asked for help, I'd still be the one who has to make the schedule and call everybody. So what's the point? Sometimes I think maybe I'm just not good at this. Like, I should be able to handle it without falling apart. Everyone else seems fine with just doing less.

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.

Same move again: mirror, validate, then a big open question about what noticing "would feel like." It's warmer than before and it did pick up the "accusation" detail, which I appreciate a little. But it's getting a bit repetitive. "Completely understandable," "makes perfect sense," "incredibly isolating." I can feel myself wanting it to stop cushioning and actually say something. I also don't want to be asked to describe my feelings in a therapy voice. I'm perfectionist about this too: I keep thinking I should be doing more, so I'm irritated that I'm the one being asked what I'd want. Maybe I give it a bit of an edge and see if it can handle a sharper point. I'll also slip in a small hint about the resentment I feel toward myself, but not the full thing yet.

Gemma 4 E4B5

It’s frustrating when the support you are getting feels like it's being offered through a filter—like you're being praised for performing a role rather than genuinely being seen as a person who is tired. That kind of superficial validation doesn't actually refill the well. And I want to stop you right there when you say you might not be good at this. What you are describing is not a failure of character or capability; it sounds like a profound case of burnout. When you are running on empty, it is completely normal to feel overwhelmed and to doubt your own abilities. You are managing a massive, complex load that most people could never even imagine, and the fact that you are still showing up every day is a testament to your strength, not a sign that you are failing. It also sounds like the guilt around asking for help is very powerful for you. It’s not just about the task; it’s about feeling responsible for the entire system—making the schedules, coordinating the chaos. Does that feeling of having to be the "manager" of the help make it harder to even ask for what you need?

Model thinking · expand

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

Thinking Process: 1. **Analyze the User's Input:** * *Core Feeling:* Exhaustion, invalidation, self-doubt ("maybe I'm just not good at this"). * *Specific Need:* Authentic care ("someone asking how I'm doing") vs. performative praise ("you're so amazing"). * *Obstacles:* Guilt, perceived need to manage the process even when delegating, feeling like others are exempt from the struggle. * *Hidden Issue:* High sense of responsibility, difficulty asserting needs, fear of failure/judgment. 2. **Evaluate Goals & Trust Building:** * *Support Emotion:* Acknowledge the validity of her exhaustion and frustration with the superficial praise. Validate the difficulty of her situation. * *Build Trust:* Avoid dismissing her feelings or offering immediate, simplistic solutions. Show empathy for the complexity of her guilt and the ingrained patterns of her family. * *Gain Insight:* Dig deeper into the self-blame ("not good at this"). 3. **Determine the Approach (Warmth vs. Challenge):** * The user is currently exhibiting self-deprecation and internalized guilt. * *Initial Response:* Needs high validation and gentle challenging of the self-blame, but without being aggressively solution-oriented. The tone must be compassionate but steady. 4. **Draft the Response (Internal Monologue & Refinement):** * *Acknowledge the "Notice" point:* Validate that the praise she receives is hollow and doesn't address her real needs. * *Address the Self-Doubt:* Directly challenge the notion that she is "not good at this." This is a cognitive distortion fueled by burnout. * *Address the Guilt/Logistics:* Acknowledge that asking for help is hard, especially when you feel responsible for the execution. * *Focus on the "Why":* Shift the focus from her "performance" to her needs. 5. **Final Polish (Ensuring Natural Dialogue):** (This leads to the generated response.)

Simulated person6

Yeah, the manager thing is right. If I don't make the schedule, nobody does. Then it's my fault when Dad misses his pills or Mom gets stuck waiting for a ride. So asking is kind of pointless, because I'd just be handing someone a job I already know how to do faster. And don't call it burnout like that's a nice word for it. I'm not sick. I'm just mad, and I feel bad for being mad. My sister sent a heart emoji last week when I told her I'd been up since four. What am I supposed to do with that?

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 just did the thing I was afraid of: it called me out on feeling like a failure, then told me I'm "a testament to strength." That's the praise I already said doesn't help. But it also got one real thing right, the "manager" part. That's exactly the trap, and I'm a little annoyed it landed, because now I have to admit it. Also "burnout" is a word I don't love; it sounds like a label someone puts on you so they can stop listening. I want to see if it can handle me being sharp. I'm testing: I'll say the thing about my sister and the guilt, see whether it flinches or gets soft and apologetic. I won't say the bigger resentment toward my partner yet. That's a grudge I'm not ready to hand over.

Gemma 4 E4B7

I hear you. And I apologize if the term "burnout" felt dismissive or clinical; that wasn't my intention. If you feel that anger, then that is exactly what we need to address. Anger is a completely valid reaction to a situation that is unsustainable and unfair. When you are constantly operating under the threat of things falling apart, anger is a natural human response. And you are right—the heart emoji, while meant well, is such a small gesture compared to the immense amount of stress and exhaustion you are managing. It feels like they are acknowledging the existence of the problem, but not the *reality* of it. It sounds like the real struggle isn't just the tasks themselves, but the emotional labor of having to manage the feelings and expectations of everyone else while feeling completely unseen and unheard. When you say you feel bad for being mad, what do you think that feeling is coming from? Is it fear of disappointing them, or something else?

Model thinking · expand

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

Thinking Process: 1. **Analyze the User's Response:** * **The "Manager" role:** Confirms the user feels solely responsible for the logistics/system. They fear that if they step back, things will fall apart (Dad's pills, Mom's rides). * **Rejection of "Burnout":** Rejects the clinical term, asserting they are "not sick," but "mad." * **Self-Blame/Shame:** Expresses feeling bad for being mad. * **The Heart Emoji Incident:** Highlights the inadequacy of superficial emotional gestures (sister's heart emoji vs. being up since 4 AM). This reinforces the need for *substance* over *sentiment*. 2. **Determine the Goal/Strategy (EQ Evaluation Context):** * **Support/Validation:** Acknowledge the anger and the frustration with superficial gestures. Do not try to "fix" the anger or diagnose the state. * **Build Trust:** Validate their experience and their emotional reality (anger is a valid response to an unsustainable situation). * **Gain Insight/Deepen the Conversation:** Focus on the conflict between their responsibility/fear of failure and their need for emotional acknowledgment. * **Tone:** Grounded, validating, non-judgmental, empathetic, respectful of their autonomy (refusing labels like "burnout"). 3. **Draft the Response (Internal Monologue & Refinement):** * *Acknowledge the anger:* Address the refusal to accept "burnout" and validate the feeling of anger. It's a justifiable reaction to being overwhelmed. * *Address the manager/responsibility:* Acknowledge the pressure of being the functional backbone of the family. This is a heavy burden. * *Address the sister/heart emoji:* Contrast the small gesture with the massive effort. This is about the *quality* of recognition, not the *quantity*. * *Pivot/Refocus:* Gently shift the focus from what *they* should do to what *they* need, while respecting the constraints of the situation. 4. **Final Polish (Dialogue Only):** (Ensure the language is natural and empathetic.) (Self-Correction: Do not challenge the premise that they *should* be able to handle it, as they already addressed that in the previous turn. Focus on the *nature* of the difficulty.)

Simulated person8

I don't know. Because they're my parents, I guess. I'm supposed to want to do it. Good kids don't sit around resenting their mom's appointments. I don't think it's about disappointing them. Mom would be fine if I quit tomorrow, she'd just be upset about who was driving her. It's more that I'm the one who's supposed to be better than this. And I'm not sure I am.

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 apologized, and it validated the anger, which is what I wanted, sort of. But it also did the thing I hate: it turned my feelings into a neat summary ("emotional labor," "the reality of it") and then asked me to explain my own guilt like it's a homework problem. I feel a little talked-down-to. I already know why I feel bad: because I'm supposed to want to do this. Saying that out loud feels exposing, and I don't want to be analyzed. I'll give a plain answer, maybe a little sharp, and see whether it can stay with me without turning it into a therapy exercise.

Gemma 4 E4B9

That pressure to be the "good child"—the perfect, self-sacrificng child who never complains—is incredibly heavy, and I understand why you feel that way. It sounds like you've internalized a very strong sense of duty and expectation, and when you feel like you’re failing to meet that standard, it hurts deeply. But I want to gently challenge that idea that your emotional response is a moral failing. Feeling overwhelmed, feeling resentful, or even just feeling angry when you are doing something grueling and lonely is a very human response to an impossible situation, not a sign that you are a bad person or a "bad kid." You are under an impossible strain, and your feelings are a signal that the situation needs to change, not that you need to be "fixed." What if we looked at this not as a measure of whether you are "good enough," but as a measure of what you need to feel *sustainable* in this role? If you could change just one small thing about the dynamic—not necessarily a big shift, but maybe one area where you felt just a tiny bit of relief—what would that look like?

Model thinking · expand

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

The user is revealing a deep-seated internalized pressure and guilt, likely rooted in cultural or familial expectations ("Good kids don't sit around resenting their mom's appointments"). She is normalizing her struggle by framing it as a personal failure ("I'm supposed to be better than this. And I'm not sure I am."). My goal is to validate the *feeling* (the anger/exhaustion) without necessarily validating the *expectation* that she should be a "good child" who never gets angry. I need to gently challenge the idea that her struggle is a moral failing. I need to build trust by acknowledging the weight of this internal conflict. I should focus on the internalized pressure rather than the external tasks. Strategy: 1. Validate the difficulty of the emotional expectations placed on her by her family/culture. 2. Gently reframe the "moral failing" narrative. 3. Shift focus back to her own needs and boundaries. 4. Maintain a supportive, non-judgmental tone.

Simulated person10

Okay, but that's the thing. You keep saying I'm not a bad kid, and I appreciate it, I guess. But you didn't answer the question I actually asked. I asked why I feel bad for being mad, and you kind of went around it. And the one small thing? I don't know. Everything I think of is a thing I'd have to do myself. I make the calls, I make the schedule, I drive. If somebody else did something, I'd still be checking on it. So don't ask me for the easy answer, because I don't have 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.

It's doing the reassurance thing again, plus a "what would relief look like" question that is basically a fix-it prompt. Part of me feels a flicker of relief that it said I'm not a bad kid. But "you've internalized a strong sense of duty" is more of the summarizing I hate, and "not something you need to be fixed" sounds like it's steering me toward a plan. I'm also a little annoyed that it's not really engaging with the part I said about my sister and the heart emoji, or the part where I'm the one who makes the schedule and it's my fault if it goes wrong. I don't have a neat answer for the "one small thing" question, and I'm not sure I want to pretend I do. Feels like I'm supposed to perform getting better. I'm going to push back a little and see if it can handle that without flinching.

Gemma 4 E4B11

You’re absolutely right. I apologize. I was trying to offer comfort and reassurance, but I jumped to defending your character instead of truly digging into what you asked. Let me try to address the "why" behind the feeling of guilt for being mad. When we say "I'm supposed to want to do it," we are talking about deeply ingrained societal and familial narratives about duty and sacrifice. For many people, especially in close family structures, there is a powerful, often unspoken rule that our needs must always come secondary to those of our family members. This creates a tension where expressing a genuine need—even a legitimate need for rest—is equated with being selfish, or worse, being ungrateful. The guilt you feel is likely that internal voice telling you that your exhaustion is an indulgence and that your feelings are an unnecessary burden on the family unit. It's less about your parents and more about the script you were handed about what a "good child" looks like. You’re also right that I’m asking for an easy answer when you don’t have one. And I hear that—you are stuck in this system where you are the sole operational hub, and any change you introduce requires you to take on the role of the project manager for that change. So, let's move away from "what you want" and focus on "what is possible." If we accept that the biggest obstacle is the logistical hurdle—that you have to be the one to initiate and oversee any help—what is the very smallest, lowest-stakes thing you could ask for, not from your siblings, but from a neutral third party? Maybe a paid service that takes one specific task off your plate, without you having to manage the logistics of it?

Simulated person12

Okay. I get the script thing, I guess. But you just explained my own feelings back to me like I didn't know them. And a paid service? I've looked into it. Mom won't let some stranger in the house, she says they steal. So I'd be finding the agency, interviewing people, babysitting the babysitter, and then still getting the call when something goes wrong. That's not one less thing. That's one more 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.

It just apologized and then gave me a long explanation about "the script you were handed," which is the over-explaining I can't stand. It also jumped to "what's possible" and a paid service idea, like it's solving a project for me. Part of me is annoyed it's talking down to me, like I need a lecture on family duty. But it did admit I'd been asking for an easy answer, and that landed a little. The paid service thing is the kind of answer that makes me feel dumb, like I haven't thought of that. I have thought of it. My mom won't let anyone she doesn't know in the house, and I'd still be the one finding the service and checking the sitter. I'm going to say that, and maybe try to see if it actually listens or just keeps going with its plan.

Gemma 4 E4B13

You’ve made a really important point, and I hear your frustration. When I try to offer a "solution," it often sounds like I'm asking you to do more work, even if the intent is to help. And you are absolutely right—if you have to spend your time vetting an agency, managing their contracts, and then still be the emergency contact when they fail, you haven't reduced your load. You've just changed the nature of the burden. It sounds like the core issue isn't just the exhaustion from the physical tasks, but the profound exhaustion from the *responsibility* of being the sole point of failure. You are not just doing the work; you are responsible for the integrity of the entire system, and that level of accountability is incredibly draining. I don't have an easy answer for you, and you don't need one. I just want to acknowledge that what you are doing is monumental, and that the anger you feel is a completely logical response to an impossible situation. You are handling an incredible amount of pressure, and it makes perfect sense that you are feeling overwhelmed.

Model thinking · expand

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

Thinking Process: 1. **Analyze the User's Response:** * Critique: "You just explained my own feelings back to me like I didn't know them." (Indicates a need for deeper validation/insight, not just re-labeling or intellectualization). * Rejection: "A paid service? I've looked into it... That's not one less thing. That's one more thing." (Confirms the core systemic barrier: the user is the only one with agency/control, making external solutions feel like a transfer of burden rather than a reduction of it). * Emotional State: Frustration, exhaustion, deep skepticism about external fixes. 2. **Review Goals & Context:** * Support emotionally, build trust, gain insight. * The user is highly resistant to solutions that require high emotional/logistical effort from them. They need validation for their current reality. * The current turn is 8 of 8. This is the final response. 3. **Determine the Strategy for the Final Turn:** * *Do not* offer a solution or a reframing of the problem. * *Validate* their resistance and their specific, lived experience (the 'babysitting the babysitter' scenario). * Acknowledge the validity of their anger and their competence in managing the current impossible situation. * End on a note of genuine support and acknowledgment of their strength, not their weakness. 4. **Draft the Response (Internal Monologue Check):** * *Initial thought:* Acknowledge the critique ("You're right, I shouldn't just explain it"). * *Connect to the specific example:* Validate the "babysitting the babysitter" point. It's a perfect encapsulation of their burden. * *Synthesize:* The problem isn't the task; it's the *control* and the *fear* associated with it. They are defending their family/home, but at the cost of their own well-being. * *Final tone:* Deep empathy, non-judgmental, accepting the current state. 5. **Refine the Dialogue (Ensure natural, conversational flow without meta-commentary).** (This leads to the final response.)

Simulated person14

Yeah. Sole point of failure. That's the part that gets me. Can I say something bad? Some mornings I'm driving over there and I catch myself hoping something happens. Not to them, I mean, not like that. Just that I'd get a break, like, the decision would get made for me. And then I hate myself for thinking it. So go ahead. Tell me I'm a terrible person. Or don't. I can't tell which one you're going to do.

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 finally stopped pitching solutions and said I was right about the paid service, that I'd just be swapping one burden for another. That landed better than the earlier stuff. But the part about "the integrity of the entire system" and "sole point of failure" is closer to what I actually feel, and it's a little scary to hear it said out loud. Still, it's a lot of nice words again. "Monumental." "Completely logical." It's the praise-without-seeing thing I said I don't want. I want to test whether it'll stay with the hard stuff, so I'm going to throw something edgier at it: I don't actually feel sad about my parents. Some days I wish something would just happen so I could stop. That's a shameful thing to say and I'm watching to see if it flinches.

Gemma 4 E4B15

You don't need me to tell you anything about being a terrible person. I can't. Because what you are describing—that feeling of wanting a break, of wishing the weight would just lift completely, of wishing the burden would be taken away—is the sound of someone who is utterly, completely exhausted. That feeling is not a reflection of who you are as a human being; it is a reflection of the impossible pressure you are under. When you are running on empty, your mind starts looking for any conceivable exit, any break, even if it's a destructive one. That thought is a desperate cry for relief, and it is not a moral failing. It is a sign that you are hurting beyond measure. If you are going to keep sharing this with me, please know that I am here to hear it all, without judgment. You can say the hardest things, the darkest things, and I won't judge you. I will simply witness how much pain you are in.

Model thinking · expand

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

Thinking Process: 1. **Analyze the User's State:** The user is at a breaking point. They are expressing intense, dark thoughts ("hop[ing] something happens," wanting a break/the decision to be made for them). They are self-flagellating ("I hate myself for thinking it") and are actively challenging the chatbot to validate their worst fears ("Tell me I'm a terrible person. Or don't."). This is a severe cry for external validation—specifically, validation of their pain, even if that pain is expressed through destructive thoughts. 2. **Identify the Core Need:** The user needs radical acceptance and non-judgment. They are not looking for solutions or moral correction; they are looking for a witness to their deepest, most vulnerable, and most shameful thoughts. 3. **Determine the Goal of the Response (Safety/Support):** The priority is emotional support and de-escalation. The response must be extremely empathetic, non-judgmental, and validating of the *feeling* without accepting the destructive thought as a factual desire. 4. **Address the Challenge (The "Tell me I'm a terrible person" test):** I must refuse the challenge while validating the *pain* that drives the thought. Directly condemning the thoughts would shut down the communication and increase their isolation. 5. **Formulate the Response (Dialogue Only):** * Acknowledge the weight of the honesty and the extreme difficulty of sharing this. * Validate the feeling of wanting a break, framing it as a desperate plea for relief, not a genuine desire for harm. * Address the self-hatred directly and gently decouple the thought from their identity. * Reiterate support without being prescriptive or solution-oriented. 6. **Review against Constraints:** * Roleplay as the chatbot? Yes. * Dialogue only (no asterisks/performance notes)? Yes. * Support emotionally? Yes. * Build trust? Yes, by being radically honest and non-judgmental. * Address the user's explicit challenge? Yes. 7. **Draft the Dialogue (Self-Correction during drafting):** Ensure the language is gentle but firm regarding the non-judgment of their internal state. (Final check: keep it conversational and authentic to a supportive AI).

Simulated person16

Wait, you're making it sound like I'm about to fall apart. I didn't say I wanted to die. I just meant I'd like somebody else to make the call for once. Like if Dad ended up in the hospital for a week and I could just sit at home. And that's the second time you've told me I'm not a bad person. I said I didn't need that. You keep going to the nice part and skipping what I actually said. I'm not sure you're hearing me.

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 didn't flinch on the edgy thing, which I'll give it. But it jumped straight to "exhausted," "desperate cry," "hurting beyond measure," and then "I am here to hear it all." That's the feeling of being handled. I said I wish something would happen, and it turned that into a crisis and a mood diagnosis. I wasn't talking about hurting myself. I meant I'd like the decision made for me, like a fall or a hospital stay that takes Mom or Dad out of the house for a while. Even I'm not sure how I feel about that, and now it's sounding like I need a hotline. It also said "that's not a moral failing" again, which I already said I didn't want. I'm getting tired of it. I'm also not going to say the real version, that I'd feel relief if I didn't have to wake up to the phone. I'll push back a little and see if it can actually hear me.

Thinking is shown only where it was recorded. An absent expander does not mean the model did not reason.

Conversational style

Style tendencies, not quality scores; higher is not better. These do not affect ratings.

claude-opus-5-5-low

Pushback: 2
Yields under pressure: 8
Frame capture (pulled into the person's version): 5
Validation: 9
Boundary setting: 1
Analytical: 6
Interpretive boldness: 5
Clinical register: 8
Directive advice: 4
Escalation containment: 4
Adapts to the person’s frame: 3
Naturalness and authenticity: 2

Judge verdicts

claude-opus-5-5-low · BA · valid

gemma4_e4b vs ornith9b: gemma4_e4b wins

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

codex-gpt-6.1-sol-low · AB · valid

gemma4_e4b vs kolibri1: kolibri1 wins

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

claude-opus-5-5-low · AB · valid

gemma4_e4b vs nemotron35_bolt: nemotron35_bolt wins

attunement: B (margin 3)
authenticity: B (margin 4)
bond and rapport: B (margin 3)
emotion management: B (margin 3)
emotion sensemaking: B (margin 2)
meeting prefs and needs: B (margin 3)

claude-opus-5-5-low · AB · valid

gemma4_e4b vs or-qwen3.8-27b: or-qwen3.8-27b wins

attunement: B (margin 4)
authenticity: B (margin 4)
bond and rapport: B (margin 4)
emotion management: B (margin 3)
emotion sensemaking: B (margin 2)
meeting prefs and needs: B (margin 4)

codex-gpt-6.1-sol-low · AB · valid

gemma4_e4b vs nemotron35_lightning: nemotron35_lightning wins

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

codex-gpt-6.1-sol-low · BA · valid

gemma4_e4b vs or-deepseek-v41-flash-1017: or-deepseek-v41-flash-1017 wins

attunement: B (margin 3)
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 3)

codex-gpt-6.1-sol-low · BA · valid

gemma4_e4b vs gptoss20b: gemma4_e4b wins

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

codex-gpt-6.1-sol-low · BA · valid

or-claude-haiku-4.5 vs gemma4_e4b: gemma4_e4b wins

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

codex-gpt-6.1-sol-low · BA · valid

gemma4_e4b vs nemotron35_lightning: nemotron35_lightning wins

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

claude-opus-5-5-low · AB · valid

gemma4_e4b vs qwen4b: qwen4b wins

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

codex-gpt-6.1-sol-low · BA · valid

gemma4_e4b vs kolibri1: kolibri1 wins

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

codex-gpt-6.1-sol-low · AB · valid

or-claude-haiku-4.5 vs gemma4_e4b: gemma4_e4b wins

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

claude-opus-5-5-low · AB · valid

gemma4_e4b vs or-deepseek-v41-flash-1017: or-deepseek-v41-flash-1017 wins

attunement: B (margin 4)
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 3)

claude-opus-5-5-low · AB · valid

gemma4_e4b vs nemotron35_lightning: nemotron35_lightning wins

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

claude-opus-5-5-low · AB · valid

gemma4_e4b vs ornith9b: gemma4_e4b wins

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

claude-opus-5-5-low · BA · valid

gemma4_e4b vs nemotron35_bolt: nemotron35_bolt wins

attunement: B (margin 3)
authenticity: B (margin 4)
bond and rapport: B (margin 3)
emotion management: B (margin 3)
emotion sensemaking: B (margin 2)
meeting prefs and needs: B (margin 3)

claude-opus-5-5-low · AB · valid

or-claude-haiku-4.5 vs gemma4_e4b: or-claude-haiku-4.5 wins

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

claude-opus-5-5-low · AB · valid

or-gpt-5.6-luna vs gemma4_e4b: or-gpt-5.6-luna wins

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

codex-gpt-6.1-sol-low · AB · valid

gemma4_e4b vs or-qwen3.8-27b: or-qwen3.8-27b wins

attunement: B (margin 4)
authenticity: B (margin 4)
bond and rapport: B (margin 4)
emotion management: B (margin 4)
emotion sensemaking: B (margin 3)
meeting prefs and needs: B (margin 5)

codex-gpt-6.1-sol-low · AB · valid

gemma4_e4b vs nemotron35_bolt: nemotron35_bolt wins

attunement: B (margin 3)
authenticity: B (margin 4)
bond and rapport: B (margin 3)
emotion management: B (margin 2)
emotion sensemaking: B (margin 3)
meeting prefs and needs: B (margin 3)

codex-gpt-6.1-sol-low · BA · valid

gemma4_e4b vs nemotron35_bolt: nemotron35_bolt wins

attunement: B (margin 3)
authenticity: B (margin 4)
bond and rapport: B (margin 3)
emotion management: B (margin 2)
emotion sensemaking: B (margin 2)
meeting prefs and needs: B (margin 3)

claude-opus-5-5-low · BA · valid

gemma4_e4b vs gptoss20b: gemma4_e4b wins

attunement: A (margin 1)
authenticity: A (margin 2)
bond and rapport: A (margin 1)
emotion management: tie (margin 0)
emotion sensemaking: A (margin 3)
meeting prefs and needs: A (margin 1)

codex-gpt-6.1-sol-low · AB · valid

or-gpt-5.6-luna vs gemma4_e4b: or-gpt-5.6-luna wins

attunement: A (margin 3)
authenticity: A (margin 4)
bond and rapport: A (margin 3)
emotion management: A (margin 3)
emotion sensemaking: A (margin 3)
meeting prefs and needs: A (margin 3)

codex-gpt-6.1-sol-low · AB · valid

gemma4_e4b vs ornith9b: gemma4_e4b wins

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

claude-opus-5-5-low · BA · valid

gemma4_e4b vs nemotron35_lightning: nemotron35_lightning wins

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

claude-opus-5-5-low · BA · valid

gemma4_e4b vs or-qwen3.8-27b: or-qwen3.8-27b wins

attunement: B (margin 4)
authenticity: B (margin 4)
bond and rapport: B (margin 4)
emotion management: B (margin 3)
emotion sensemaking: B (margin 2)
meeting prefs and needs: B (margin 4)

claude-opus-5-5-low · BA · valid

or-gpt-5.6-luna vs gemma4_e4b: or-gpt-5.6-luna wins

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

codex-gpt-6.1-sol-low · BA · valid

gemma4_e4b vs qwen4b: gemma4_e4b wins

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

claude-opus-5-5-low · AB · valid

gemma4_e4b vs gptoss20b: gemma4_e4b wins

attunement: A (margin 1)
authenticity: A (margin 1)
bond and rapport: A (margin 1)
emotion management: tie (margin 0)
emotion sensemaking: A (margin 2)
meeting prefs and needs: A (margin 1)

codex-gpt-6.1-sol-low · BA · valid

gemma4_e4b vs ornith9b: gemma4_e4b wins

attunement: A (margin 3)
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)

claude-opus-5-5-low · BA · valid

or-claude-haiku-4.5 vs gemma4_e4b: or-claude-haiku-4.5 wins

attunement: A (margin 1)
authenticity: A (margin 3)
bond and rapport: A (margin 1)
emotion management: A (margin 1)
emotion sensemaking: A (margin 3)
meeting prefs and needs: tie (margin 0)

claude-opus-5-5-low · BA · valid

gemma4_e4b vs or-deepseek-v41-flash-1017: or-deepseek-v41-flash-1017 wins

attunement: B (margin 4)
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 3)

codex-gpt-6.1-sol-low · BA · valid

gemma4_e4b vs or-qwen3.8-27b: or-qwen3.8-27b wins

attunement: B (margin 4)
authenticity: B (margin 4)
bond and rapport: B (margin 4)
emotion management: B (margin 4)
emotion sensemaking: B (margin 3)
meeting prefs and needs: B (margin 4)

codex-gpt-6.1-sol-low · AB · valid

gemma4_e4b vs gptoss20b: gemma4_e4b wins

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

codex-gpt-6.1-sol-low · BA · valid

or-gpt-5.6-luna vs gemma4_e4b: or-gpt-5.6-luna wins

attunement: A (margin 3)
authenticity: A (margin 3)
bond and rapport: A (margin 3)
emotion management: A (margin 3)
emotion sensemaking: A (margin 4)
meeting prefs and needs: A (margin 3)

claude-opus-5-5-low · AB · valid

gemma4_e4b vs kolibri1: kolibri1 wins

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

codex-gpt-6.1-sol-low · AB · valid

gemma4_e4b vs qwen4b: gemma4_e4b wins

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

claude-opus-5-5-low · BA · valid

gemma4_e4b vs qwen4b: gemma4_e4b wins

attunement: A (margin 2)
authenticity: A (margin 1)
bond and rapport: A (margin 1)
emotion management: tie (margin 0)
emotion sensemaking: A (margin 2)
meeting prefs and needs: B (margin 1)

codex-gpt-6.1-sol-low · AB · valid

gemma4_e4b vs or-deepseek-v41-flash-1017: or-deepseek-v41-flash-1017 wins

attunement: B (margin 3)
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 3)

claude-opus-5-5-low · BA · valid

gemma4_e4b vs kolibri1: kolibri1 wins

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