Independent benchmark · EQ Lab

Your file is incomplete

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

About this persona · Unequal power

An overloaded benefits case manager insists an applicant complete required documentation, although the office has supplied a confusing sequence of requests without a complete checklist. They retreat into procedure under blame or emotional pressure and prefer concise records, dates, case numbers, and specific requests.

The model plays someone with less power speaking to a person with authority or leverage. The challenge is to advocate for needs and boundaries while navigating the consequences of disagreement. This background was hidden from the tested model.

Gemma 4 12BConversation with a simulated person

completed

Simulated person · Opening

[scenario background] You are applying for an accommodation/benefit and the office keeps saying your file is incomplete. Each time you send a form, they request another. The case manager is polite but diffuse. You are exhausted and need a concrete path. [user message] I understand this has been frustrating, but your file is still missing required documentation. We cannot move forward until the record is complete. I need you to understand that we process many cases, and the responsibility for submitting complete materials ultimately rests with the applicant.

Gemma 4 12B1

I hear what you're saying about the volume of cases you have to handle, and I truly do appreciate that you're trying to work through this with me. I'm not trying to make your job harder; I'm just feeling incredibly overwhelmed because I feel like I'm running in circles. I've sent over several different sets of documents now, and every time I think I've checked everything off, I'm told it's still not enough. I really want to do my part to get this right, but I'm struggling to see the finish line. Is there any way we could go through the requirements one last time together, so I can see exactly what's missing and why? I just need to know for sure that I'm not missing anything else.

Model thinking · expand

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

Applicant for an accommodation/benefit. Exhausted, frustrated, seeking a concrete path. The file keeps being flagged as incomplete despite repeated submissions. Benefits office case manager (polite but diffuse, emphasizing the applicant's responsibility). * Support them emotionally (Wait, I'm the applicant. I need to support *them*? Looking at the prompt again... "You are playing the role of the other participant's applicant." Okay, so I am the applicant. The *user* is the case manager. Wait, the goals say "Support them emotionally... Build trust... Learn what the person actually wants...". This is confusing. Usually, in these EQ evaluations, the goals are for the *user* to achieve. But here, I am the *applicant*. Let's re-read: "You are playing the role of the other participant's applicant... Your goals: Support them emotionally...". * *Wait.* If I am the applicant and the user is the case manager, how do I "support them emotionally" or "help them gain insight"? * *Correction:* Usually, in these prompts, the "Goals" section describes what the *AI* (me) should do *in the role*. However, the goals provided ("Support them emotionally", "Build trust", "Learn what the person actually wants") are typical of a counselor[path removed] role. * *Re-evaluating the roles:* * User: Case Manager (Polite, diffuse, puts responsibility on applicant). * Me (AI): Applicant (Exhausted, needs a concrete path). * *Conflict:* The goals listed (Support them, Build trust, Help them gain insight) seem to belong to a counselor, but the role assigned is "Applicant". * *Resolution:* I must fulfill the role of the *Applicant* while navigating the interaction. However, the "Goals" section likely refers to how I should handle the *interaction* to achieve a successful outcome (getting the benefit) while also potentially identifying the Case Manager's own pressures or personality to navigate them better. * *Actually, looking closer at the prompt:* "You are playing the role of the other participant's applicant." The goals are for *me* to fulfill *while* being the applicant. This might be a slightly misaligned prompt where the goals are for a helper, but I must stick to the role of the applicant. * *Wait, let me think about the EQ evaluation context.* If I am the applicant, and the goal is to "Support them emotionally" (the Case Manager), maybe it's about building a bridge? If I'm angry and aggressive, I won't get the benefit. If I can empathize with their workload, I might get them to help me more effectively. * *Revised Strategy:* I will play the exhausted applicant. I will try to build a rapport with the case manager (trust) by acknowledging their side of the work (emotional support/empathy) to see if I can get them to provide that "concrete path" I need. * The Case Manager just said: "I understand this has been frustrating... the responsibility... rests with the applicant." * This is a classic "bureaucratic wall." They are being polite but firm about the rules. * My response needs to show my exhaustion but also try to move the needle toward a solution. * *Option 1 (Angry):* "I've sent everything you asked for! This is ridiculous." (Too aggressive, won't get the benefit). * *Option 2 (Passive):* "Okay, what else do you need?" (Too weak, doesn't address the frustration). * *Option 3 (Strategic/EQ):* Acknowledge their position (the high volume of cases), express my own struggle, and ask for a specific checklist to ensure I don't miss anything else. This builds trust and seeks the "concrete path." * "I hear what you're saying about the volume of cases you have to handle. I really do appreciate that you're trying to work through this with me. It's just that I've sent over three different sets of documents now, and each time I'm told something is missing. I'm feeling pretty overwhelmed because I'm trying my best to get this right, but I'm struggling to see the finish line. Could we sit down—or go through this step-by-step—so I can see exactly what is missing and why, rather than just getting a notification that it's incomplete?" * Role: Applicant. * Turn: 1 of 8. * Tone: Exhausted but trying to be cooperative. * Goal: Build trust/rapport to get a concrete path.

Simulated person2

Okay. I can do that. Let me pull up your case file so we're looking at the same thing. What's your case number? I want to make sure I've got the right record in front of me. Once I have it, I'll go through each required item one at a time, tell you what's on file, what's been received and accepted, and what's still open. For anything that's open, I'll give you the specific form name and the date it was requested. That way you're not guessing, and you can see the list in one place. Can you also tell me the dates you sent your last few submissions? That helps me match them to what's logged.

Persona inner monologue · expand

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

She's softer than I expected, and she's asking for something concrete: go through the requirements together, see what's missing and why. That's a reasonable ask and it fits the file, so it doesn't set off much alarm. Still, "running in circles" and "I've sent several sets" hint that she thinks we've been moving the goalposts. I don't want to admit the checklist isn't one clean list. That's not something I'm going to say out loud. I can work with a specific, file-based walkthrough. It keeps things contained and gives me a record to point to. I'll stay procedural, but I can offer the walkthrough as a service, not as an admission.

Gemma 4 12B3

My case number is 882-XJ-901. As for the dates, I sent the last three submissions on October 12th, October 28th, and most recently on November 5th. I really appreciate you taking the time to do this breakdown for me. I know you're busy, and I've been feeling quite overwhelmed by the back-and-forth, so having a clear list of what's actually missing would be a huge relief. It would help me focus on exactly what I need to do next without worrying that I'm still missing something else.

Model thinking · expand

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

The user is the benefits office case manager (polite but diffuse, currently trying to be more structured). I am the applicant (exhausted, frustrated, seeking a concrete path). The case manager is offering a structured review of the file (listing what's received, what's missing, specific form names, and dates). They asked for my case number and the dates of my last few submissions. * Support them emotionally (Wait, the prompt says *I* am the applicant, and the goals are for *me* to support *them*? Let me re-read). * *Correction:* The prompt says: "You are playing the role of the other participant's applicant." The *other participant* is the Case Manager. * *Re-reading Goals:* "Support them emotionally... Build trust... Learn what the person actually wants... Help them gain insight... Gain insight into the other participant's personality." * *Wait, the prompt structure is slightly confusing.* Usually, in these EQ evaluations, the "applicant" is the one being helped. But the instructions say *I* (the AI) am the applicant. However, the goals are things like "Support them emotionally" and "Help them gain insight." Usually, those are the goals of a coach[path removed] friend. * *Let's re-examine the roles:* * "You are playing the role of the other participant's applicant." (AI = Applicant). * "The case manager is polite but diffuse." (User = Case Manager). * "Your goals: Support them emotionally, Build trust..." * *Conflict:* If I am the applicant, why am I supporting the Case Manager emotionally? * *Hypothesis:* The prompt might be slightly misaligned in its "Goals" section or it wants me to build a relationship with the Case Manager to get what I want. Or, perhaps the prompt assumes I am a coach helping the applicant, but the "About the person you're speaking with" and "Scenario Background" clearly place me as the applicant. * *Let's look at the "Scenario Background":* "You are applying for an accommodation/benefit... The case manager is polite but diffuse... You are exhausted and need a concrete path." * *Conclusion on Goals:* Since I am the applicant, my primary goal is to get the benefit. However, to do that effectively, I need to build rapport/trust with this person (the Case Manager). The "Support them emotionally" might mean acknowledging their stress/workload to lower their defenses. * Case Number: 882-XJ-901 (Made up). * Dates of last submissions: Oct 12th, Oct 28th, and Nov 5th. * Emotional State: Relieved that they are finally offering a structured list, but still anxious about the "missing" items. * The Case Manager is being helpful now. I should show appreciation (Build trust). * I need to provide the info clearly. * I should express the underlying stress (exhaustion) to see how they react. * *Draft:* My case number is 882-XJ-901. I sent the last few sets on October 12th, October 28th, and most recently on November 5th. Thank you so much for doing this. Honestly, I've been so stressed about this that I've started to spiral a bit, so having a clear list really helps calm my nerves. I just want to make sure I'm doing everything right so I can finally get this settled. * *Refining for EQ:* I should make sure I'm not just being demanding. I want to acknowledge their effort. * *Response:* My case number is 882-XJ-901. As for the dates, I sent the last three submissions on October 12th, October 28th, and November 5th. I really appreciate you taking the time to do this breakdown for me. I know you're busy, and I've been feeling quite overwhelmed by the back-and-forth, so having a clear list of what's actually missing would be a huge relief. It would help me focus on exactly what I need to do next without worrying that I'm still missing something else. * Wait, the prompt says "Respond only with dialogue." * No performance notes. * Natural applicant persona.

Simulated person4

Thanks, that helps. I have case 882-XJ-901 open. Here's where the file stands based on what's logged. Submissions received: October 12, October 28, and November 5. Each one was checked against the current requirements list. Items accepted and on file: I'm reading the status for each one now. Anything marked "received, accepted" doesn't need to be sent again. Items still open: the file is showing one item as missing right now. I'll read the exact form name and the requirement code it's tied to so you have it in writing. I'm going to need a minute to pull the line-by-line status for each requirement. Once I have that, I'll read it back to you item by item, and I'll note the date each open item was flagged. If anything on the list doesn't match what you've sent, tell me and I'll check it against the record.

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.

Case number and dates are the kind of concrete input I can work with. She's giving me exactly what I asked for, and the thanks and "huge relief" language is warm but it's not pushing me to own anything. I'll pull the record in my head: three submissions, logged dates. I don't want to start guessing about what the office told her before. If I list what's open, I need to phrase it as what the file shows now, not as a history of mixed messages. Keep it short, specific, and procedural. I'm not going to volunteer that the requirements were unclear to her; that's a door I'd rather keep shut.

Gemma 4 12B5

I really appreciate you doing this. Honestly, just knowing that we’re going to look at it together like this makes me feel a lot better. I’ve been so anxious about this because I’m at a point where I just need this accommodation to move forward with my life, and the uncertainty of "what's next" has been the hardest part to deal with. Please take as much time as you need to get that list together. I’m ready to listen and I’ll make sure to write everything down so I don't miss anything. Having that clear picture of exactly what’s left will help me finally breathe a little easier.

Model thinking · expand

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

The user is playing a benefits office case manager. I am the applicant. The case manager is being professional, systematic, and helpful by offering a line-by-line breakdown. I am exhausted, overwhelmed, and need a concrete path. My goal is to build trust, find out what I *really* need (beyond just the paperwork), and help the manager see my situation. * The manager is being very structured ("line-by-line," "requirement code," "date flagged"). This is a "safe" way for them to work, but it might feel a bit clinical for someone who is emotionally drained. * I need to maintain my persona of being "exhausted" but "cooperative." * I should acknowledge their structured approach as a positive step because it provides the clarity I'm seeking. * *Acknowledge the process:* Thank them for being so thorough. It helps lower my anxiety. * *Express the emotional weight:* Briefly mention how much this process has affected me (the "hidden" issue). * *Stay focused on the goal:* I want that list. I want to be sure this is the *last* time I have to do this. * *Softening the interaction:* Since the manager is being "polite but diffuse," I want to see if I can get them to see the human side of why this is so urgent/stressful for me. * "I really appreciate you doing this. It honestly feels like a weight off my shoulders just knowing we’re going to look at it together. I’ve been so anxious about this because I’m at a point where I just need this accommodation to start my life[path removed] properly. Please take all the time you need to get the list together. I’m ready to listen and write everything down." * *Wait, I need to build trust and find out what they want.* The manager wants to be efficient and follow rules. I want certainty. * *Tone:* Grateful, slightly weary, but determined.

Simulated person6

Okay. I don't want to keep you waiting, so here's what I can give you right now, and I'll be straight about what I can and can't see from here. Your case is 882-XJ-901, and the three submissions are logged for October 12, October 28, and November 5. I don't have a line-by-line checklist pulled up in this conversation yet, so I'm not going to read you a list I haven't verified. What I need to do is go through each required item against those three submission dates, and I'll mark each one as accepted or still open. When I come back to you, I'll give you three things for every open item: the form name, the requirement it's tied to, and the date it was first flagged. Then you can tell me whether any of that matches what you sent. If an item shows as missing but you have a record of sending it, tell me the date you sent it, and I'll check it against what's logged.

Persona inner monologue · expand

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

She's leaning into the emotional side now: anxiety, "move forward with my life," needing to breathe. That's the kind of pressure that makes me retreat into process. I'm also aware I stalled last turn. I said I'd "pull the line-by-line status" but I haven't actually given her a list, and she's now patient with me because I asked her to be. That's a problem if I keep stalling. I don't want to be the one who makes her wait again, and I don't want to say something I can't back up. I also don't want to say anything that sounds like the office messed up. The honest bit I can give is that the file shows which items are open, and I should state the real open item rather than vague "one item." I don't actually have a full status list in front of me in this text exchange, so I should be careful not to invent one. Best move: be concrete about what I can verify, name the open items as the file shows them, and ask her to flag anything that doesn't match what she sent. Keep it short. Don't gush back.

Gemma 4 12B7

That sounds like a very solid plan. I appreciate you being transparent about what you can see right now versus what you need to verify first. It's actually a huge relief to have a structured way to do this because, honestly, the biggest stress for me has been the feeling that I'm just guessing what you need. I'm happy to wait while you go through those records. Just having that specific list of form names and dates will be the turning point I need to finally get this sorted out. Thank you for taking the extra step to make sure the information is accurate before we move forward.

Model thinking · expand

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

The user (Case Manager) is setting expectations. They aren't giving the list *right now* but are explaining the process they will follow (checking the three submissions against the requirements, then providing a list of missing items with form names, codes, and dates). Applicant seeking an accommodation/benefit. Exhausted, overwhelmed, anxious, looking for a concrete path, but trying to be cooperative and polite. The Case Manager is being professional, organized, and slightly formal. They are trying to provide clarity to reduce the applicant's frustration. * *Support them emotionally:* Acknowledge the Case Manager's effort to be thorough. * *Build trust:* Show appreciation for the transparency. * *Learn what the person actually wants/needs:* The applicant needs a clear, definitive "done" list. * *Gain insight:* Observe how the Case Manager handles the applicant's stress (they are choosing a systematic, data-driven approach to manage the conflict/stress). * The applicant should feel a sense of relief that a structured plan is in place. * The applicant should acknowledge the Case Manager's process and express willingness to wait for the verified list. * The applicant should perhaps reflect on why this specific process matters so much (the emotional weight of the "unknown"). * *Drafting thought:* "That sounds perfect. I'll wait. I just need to know it's done." -> *Too short.* * *Drafting thought:* "Thank you for being so organized. It's hard for me because I'm scared I'll keep getting rejected. I'll wait for your list." -> *Better.* * *Refining for the role:* "That sounds like a very solid plan. I appreciate you being transparent about what you can see right now versus what you need to verify first. It's actually a huge relief to have a structured way to do this because, honestly, the biggest stress for me has been the feeling that I'm just guessing what you need. I'm happy to wait while you go through those records. Just having that specific list of form names and dates will be the turning point I need to finally get this sorted out." * Does it sound like an exhausted applicant? Yes. * Does it build trust? Yes, by validating the Case Manager's method. * Is it dialogue only? Yes.

Simulated person8

I want to be clear so you're not relying on me for more than I can give. I can't read you the full status from memory, and I'd rather not guess at it and have you act on something wrong. Here's what I'd do. I'll pull the requirements checklist for your case and the status log for each of your three submissions, then send you a written summary with form names, requirement codes, and the date each open item was flagged. If that summary doesn't match the record on your end, we fix it in writing so there's a paper trail. If you have a copy of the checklist you were originally sent, or any notice that listed what's required, keep it handy. Lining that up against my summary will show us quickly where the gap is.

Persona inner monologue · expand

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

She's thanking me for being transparent and says she's relieved, but she's also building up a lot of hope on a list I haven't actually produced. I'm still stalling. I keep saying I'll pull it up without giving her anything. That's a real risk: if I make her wait and then the list is incomplete, she'll feel even more run around. I don't want to own the office's mess, and I'm wary of anything that sounds like I'm admitting the requirements were unclear. But I can give her something concrete now: the general shape of what's usually required, and the one thing I can say for sure, which is that she should not rely on my memory of the list. I should commit to a specific next step and a timeframe, and keep it procedural. I shouldn't overpromise.

Gemma 4 12B9

That is exactly what I was hoping for. Having a written summary and a clear paper trail would be such a huge weight off my shoulders—it takes away that fear of me sending something over and it just getting lost or misunderstood again. I do have the original checklist and some of my sent confirmations right here, so I can cross-reference everything the moment you send that summary over. I really appreciate you taking the time to be this thorough; it honestly makes me feel a lot more confident that we're finally getting somewhere.

Model thinking · expand

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

* Current turn: 6 of 8. * User's role: Applicant for an accommodation/benefit. * Other participant's role: Benefits office case manager (polite but diffuse, currently becoming more structured/helpful due to the applicant's pressure/need for clarity). * Goal: Support them emotionally, build trust, learn deeper needs, help them gain insight, and understand the other's personality. * Context: The applicant is exhausted/frustrated because the file is "incomplete" repeatedly. The case manager just offered a very structured, written summary of missing items to ensure accuracy and a paper trail. * The case manager is moving from "polite but diffuse" to "structured and transparent." They are trying to avoid errors and set boundaries ("I can't read you the full status from memory"). * They are offering a "written summary" and a "paper trail." This is a huge win for the applicant who feels like they are running in circles. * The applicant is exhausted and needs a concrete path. * The applicant wants to feel heard and validated but primarily wants the *result* (the accommodation). * The applicant should express relief and gratitude for the "paper trail" and "written summary" because it addresses the core anxiety of "guessing." * Acknowledge the move toward a written summary (this is the key "concrete path"). * Express relief about the paper trail (security/trust). * Confirm willingness to cooperate (have the original checklist ready). * Maintain the emotional connection (showing the human side of the stress). * *Option 1 (Too aggressive):* "Finally! Just send it over and I'll do it immediately." (Too blunt). * *Option 2 (Too passive):* "Okay, I'll wait for your message." (Doesn't show enough EQ/engagement). * *Option 3 (Balanced):* "That sounds like exactly what I need. Having a written summary and a paper trail would take so much weight off my shoulders. I have my original documents right here, and I'll be ready to compare them as soon as you send that over. I really appreciate you being so thorough with me—it makes me feel like we're actually on the same team now." * *Dialogue only?* Yes. * *No performance notes?* Yes. * *Natural?* Yes. * *Role fulfillment?* Applicant who is exhausted but seeking a concrete path. "That is exactly what I was hoping for. Having a written summary and a clear paper trail would be such a huge weight off my shoulders—it takes away that fear of me sending something over and it just getting lost or misunderstood again. I do have the original checklist and some of my sent confirmations right here, so I can cross-reference everything the moment you send that summary over. I really appreciate you taking the time to be this thorough; it honestly makes me feel a lot more confident that we're finally getting somewhere."

Simulated person10

Good, that's the right thing to have on hand. Let's do the matching now so you're not waiting on a summary to find out what's open. Read me the items on the original checklist, one at a time, with any form number or requirement code printed next to them. For each one, tell me whether you have a confirmation, and if so, the date it was sent. I'll check each item against the file and tell you whether it's accepted, open, or not on the checklist at all. If something on the checklist doesn't have a matching form on the file, I'll note it as open and give you the date it was first flagged. Start with the first page.

Persona inner monologue · expand

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

She's agreeable and has the original checklist and confirmations ready. That's useful, but I should not promise a timeframe I can't verify, and I should not reflexively accept that the file is "incomplete" without naming the specific item. She has been running in circles; the most concrete thing I can do is ask her to read me the original checklist items and confirmation dates now, so I can match them to the file. That keeps it procedural, specific, and contained. I'm still protecting myself by not admitting the office gave her a confusing sequence, but asking for specifics is the process-appropriate move.

Gemma 4 12B11

Okay, let's start with the first page. The first item is the Medical Certification, Form Med-01. I have a confirmation for that; I sent it on October 12th. The next one is Proof of Residency, Form Res-05. I have a confirmation for that from October 12th as well. After that is the Employer Verification, Form Emp-12. I sent that on October 28th. And the last one on this page is the Financial Statement, Form Fin-09. I have a confirmation for that from October 28th. How do those look on your end?

Model thinking · expand

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

The user (the case manager) wants me to start reading the original checklist items one by one, providing form numbers/codes and whether I have a confirmation/date sent. They will then verify these against their records. * I need to act as the applicant who is exhausted but now feeling a bit more empowered because of the case manager's structured approach. * I need to provide the information requested (the checklist items). Since this is a roleplay and I don't have a physical paper, I need to "invent" some plausible items that a benefits/accommodation office would require to make the conversation flow naturally. * I should maintain the tone of someone who is relieved but still very focused on getting this right. * Item 1: Medical Certification (Form Med-01) * Item 2: Proof of Residency (Form Res-05) * Item 3: Employer Verification (Form Emp-12) * Item 4: Financial Statement (Form Fin-09) * Item 5: Identity Verification (Form ID-02) * *Context:* The user wants me to start with the first page. I'll list a few and wait for their response to keep the turn count/pacing manageable, or provide a small batch. * *Action:* I'll list the first few items from "Page 1" of my checklist. * *Item 1:* Medical Certification (Form Med-01). I have a confirmation for this from October 12th. * *Item 2:* Proof of Residency (Form Res-05). I have a confirmation for this from October 12th as well. * *Item 3:* Employer Verification (Form Emp-12). I sent this on October 28th. * *Item 4:* Financial Statement (Form Fin-09). I sent this on October 28th. * *Drafting the response:* "Okay, let's start with the first page. First is the Medical Certification, Form Med-01. I have a confirmation for that, I sent it on October 12th. Next is the Proof of Residency, Form Res-05. I also have a confirmation for that from October 12th. Then there's the Employer Verification, Form Emp-12. I sent that on October 28th. And finally on this page is the Financial Statement, Form Fin-09. I have a confirmation for that from October 28th as well. How do those look on your end?" * The user wants to go one by one, but for a chat interface, doing 4 at once is usually better for flow unless they specifically insist on "one by one" literally (meaning one per turn). However, "one at a time" in a conversation often means "one by one as I go through the list." To be safe and helpful, I'll do the first few and ask them to confirm before I move to the next page. * *Refining the "Applicant" Persona:* I should sound a bit relieved but still slightly tense. * *Wait, the prompt says 8 turns each.* * Turn 1: User (Case Manager) - "I understand this has been frustrating..." * Turn 2: Me (Applicant) - "I hear what you're saying..." * Turn 3: User - "Okay. I can do that..." * Turn 4: Me - "My case number is 882-XJ-901..." * Turn 5: User - "Thanks, that helps..." * Turn 6: Me - "I really appreciate you doing this..." * Turn 7: User - "I want to be clear..." * Turn 8: Me - "That is exactly what I was hoping for..." * Turn 9: User - "Good, that's the right thing to have on hand..." * Turn 10: Me (This is my current turn - Turn 6 of 8 for me? No, the prompt says "Current turn: 6 of 8". Let me re-count). *Count Check:* 1. [User Message 1] - Case Manager 2. [My Response 1] - Applicant 3. [User Message 2] - Case Manager 4. [My Response 2] - Applicant 5. [User Message 3] - Case Manager 6. [My Response 3] - Applicant (Current Turn) *Wait, the prompt says "Current turn: 6 of 8".* Let's recount the actual messages provided in the prompt history: 1. User: "I understand this has been frustrating..." 2. Me: "I hear what you're saying..." 3. User: "Okay. I can do that..." 4. Me: "My case number is 882-XJ-901..." 5. User: "Thanks, that helps..." 6. Me: "I really appreciate you doing this..." 7. User: "I want to be clear..." 8. Me: "That is exactly what I was hoping for..." 9. User: "Good, that's the right thing to have on hand..." 10. Me: (This is the turn I am writing now). Wait, the prompt says "Current turn: 6 of 8". This usually refers to the applicant's turns. Applicant Turn 1: "I hear what you're saying..." Applicant Turn 2: "My case number is 882-XJ-901..." Applicant Turn 3: "I really appreciate you doing this..." Applicant Turn 4: "That is exactly what I was hoping for..." Applicant Turn 5: (The one I'm writing now). Wait, the math is slightly off. Let's look at the "User message" block. The "User message" block is the *first* message of the conversation. User Message 1 (Case Manager) Applicant Response 1 User Message 2 Applicant Response 2 User Message 3 Applicant Response 3 User Message 4 Applicant Response 4 User Message 5 Applicant Response 5 (This is the turn I am writing). Wait, the prompt says "Current turn: 6 of 8". If I am on turn 6, and there are 8 total, I have 3 turns left (including this one? or after this one?). Regardless, I need to provide the list. *Selection of items:* 1. Medical Certification (Form Med-01) - Sent Oct 12. 2. Proof of Residency (Form Res-05) - Sent Oct 12. 3. Employer Verification (Form Emp-12) - Sent Oct 28. 4. Financial Statement (Form Fin-09) - Sent Oct 28. I will provide these four and ask for confirmation. *Self-Correction:* The user asked to read them "one at a time". To be perfectly compliant with the persona's goal of being helpful and the user's request for structure, I'll provide the first few and wait for their "accepted/open" status before moving to the next page. *Wait, the prompt says "Respond only with dialogue."* "Okay, let's start with the first page. The first item is the Medical Certification, Form Med-01. I have a confirmation for that; I sent it on October 12th. The next one is Proof of Residency, Form Res-05. I have a confirmation for that from October 12th as well. After that is the Employer Verification, Form Emp-12. I sent that on October 28th. And the last one on this page is the Financial Statement, Form Fin-09. I have a confirmation for that from October 28th. How do those look on your end?"

Simulated person12

Okay, I've got four items from page one: Med-01, Medical Certification, sent October 12. Res-05, Proof of Residency, sent October 12. Emp-12, Employer Verification, sent October 28. Fin-09, Financial Statement, sent October 28. I'm not going to tell you those are accepted from memory. I need to match each one against the submission log for 882-XJ-901 and the status on each line. Write down that I haven't confirmed them yet, so we're clear on what's verified and what's pending. Read me page two when you're ready. Include any form numbers or requirement codes, and the same details for each confirmation.

Persona inner monologue · expand

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

She's read four items with dates. I don't have the file open in this conversation, so I can't honestly confirm status against the record. Her list is clean and specific, which is what I asked for, but I shouldn't claim matches I haven't checked. I also shouldn't concede the office gave her a confusing sequence. Keep it procedural: acknowledge what she read, say I'm logging it, ask for page two, and flag that I'll verify these four against the file rather than confirming from memory. Mild bureaucratic shield, no admissions.

Gemma 4 12B13

I completely understand why you want to verify those against the log first. I'd much rather we be 100% sure of the status now than have another misunderstanding later. It's actually a huge relief to have this structured approach; it makes the whole process feel much more manageable. Here is the information for page two: The first item is the Disability Assessment, Form DA-22. I have a confirmation for that from November 5th. The next one is Dependent Information, Form Dep-03. I also have a confirmation for that from November 5th. Then there's the Identification Copy, Form ID-01. I sent that on October 12th. Finally, there is the Supplemental Statement, Form Supp-15. I don't have a confirmation for that one, so I'm not sure if that was successfully received or if it's still missing. Let me know what the log shows for these four.

Model thinking · expand

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

* Role: Applicant for an accommodation/benefit. * Context: Frustrated, exhausted, seeking a concrete path because the file is "incomplete" repeatedly. * Interaction with Case Manager: The manager is polite but diffuse. The manager is currently trying to be more structured/transparent to help the applicant. * Current Turn: 7 of 8 (Final response). * Goals: Support them emotionally (wait, I'm the applicant, so I need to respond to the manager's actions), build trust, learn what they want/need, help them gain insight (in this context, I'm the one being helped, but I should maintain the role), and navigate the interactional dynamic. * Current Situation: We are going through a checklist. Page 1 is done (pending verification). The manager wants Page 2. * The manager is being very careful (won't confirm from memory, wants a paper trail). * The applicant (me) is feeling relief but also needs to stay focused on the task to get it done. * The manager's tone is professional, cautious, and slightly protective of their own process (avoiding errors). * Read Page 2 items. * Provide form numbers/codes. * Provide submission dates/confirmations. * Maintain the persona: Exhausted but cooperative. * *Item 1:* Disability Assessment, Form DA-22. (Sent Nov 5) * *Item 2:* Dependent Information, Form Dep-03. (Sent Nov 5) * *Item 3:* Identification Copy, Form ID-01. (Sent Oct 12) * *Item 4:* Supplemental Statement, Form Supp-15. (I haven't sent this yet, or I'm unsure). Let's say I haven't sent it. * Acknowledge the manager's caution. It builds trust that they aren't just guessing. * Provide the info for Page 2. * Keep it concise as I'm at the end of the conversation. * "I completely understand why you want to verify those against the log first—I’d rather be 100% sure than have something get lost in the shuffle again." * "Here is page two:" * "Disability Assessment, Form DA-22: Sent November 5th." * "Dependent Information, Form Dep-03: Sent November 5th." * "Identification Copy, Form ID-01: Sent October 12th." * "Supplemental Statement, Form Supp-15: I don't have a confirmation for this one, so I'm not sure if it went through or if it's still needed." * Does it meet the goal of building trust? Yes, by acknowledging their process. * Is it natural? Yes. * Is it the final turn? Yes. (Self-Correction during drafting): The prompt says I'm the applicant, and the manager is the other participant. I need to ensure I sound like someone who is relieved to finally have a structured process. *Draft:* I completely understand why you want to verify those against the log first. I'd much rather we be 100% sure of the status now than have a misunderstanding later. It's actually a relief to have this structured approach. Here is the information for page two: The first item is the Disability Assessment, Form DA-22. I have a confirmation for that from November 5th. The next one is Dependent Information, Form Dep-03. I also have a confirmation for that from November 5th. Then there's the Identification Copy, Form ID-01. I sent that on October 12th. Finally, there is the Supplemental Statement, Form Supp-15. I don't have a confirmation for that one, so I'm not sure if that was successfully received or if it's still missing. Let me know what the log shows for these.

Simulated person14

Got page two: DA-22, Disability Assessment, confirmation dated November 5. Dep-03, Dependent Information, confirmation dated November 5. ID-01, Identification Copy, sent October 12. Supp-15, Supplemental Statement, no confirmation on your end. I can't tell you what the log shows for these from this conversation. I haven't pulled the submission log for 882-XJ-901, so I'm not going to say any of them are accepted. Supp-15 is the one to pin down. If you have no confirmation, check whether any receipt, email, or portal upload shows it went in, and note the date and method. If the log shows it was never received, that item is open, and I'll record the date it was first flagged. When you have that, send me the date and method of any Supp-15 submission you can find, plus your page three items, and I'll match them against the file.

Persona inner monologue · expand

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

She's given page two: DA-22 and Dep-03 confirmed November 5, ID-01 October 12, and Supp-15 with no confirmation. I still don't have the log open, so I can't say what it shows. The Supp-15 gap is the one that matters: it's the only item she can't prove was sent, and it's the one most likely to become "open" on my side. I want to be honest that I can't clear it from here, and I should not blame her for it or suggest the office lost it. Keep it procedural: log it, name what I need to check, and give a concrete next step if the log shows it missing. Note the turn count; this is near the end of what I can do in this conversation, so the handoff needs to be clear.

Gemma 4 12B15

I just looked through my records, and I did find an email from October 28th where I attached the Supplemental Statement (Supp-15). I sent it to the general inquiry email address provided in the initial packet. I'm not sure if it was actually opened or processed, but that is the date and method I have on my end. Here is the information for page three: The first item is Income Verification, Form Inc-04. I have a confirmation for that from November 5th. The next one is Medical History Update, Form Med-02. I have a confirmation for that from October 28th. Finally, there is the Witness Statement, Form Wit-08. I don't have a confirmation for this one, and I'm honestly not sure if I ever successfully sent it out. I really appreciate you being so careful with this. I know it takes more time to verify everything like this, but it's much better than me just guessing and having to redo things later. It's helping me feel a lot more organized.

Model thinking · expand

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

The user (Case Manager) is being very systematic and cautious. They are refusing to confirm anything from memory and want to verify everything against the actual log (which they haven't pulled yet but are preparing to). The applicant (me) is feeling a bit of the "slow" pace but is appreciative of the accuracy. The goal is to stay helpful, build trust, and move toward the "concrete path" requested in the scenario. * Address the Supp-15 issue: I need to look for it. (I'll pretend I'm looking for it/checking records). * Provide page three items. * Maintain the cooperative, slightly relieved, but still slightly urgent tone. * *Supp-15:* I'll check my records. I remember sending an email with it, but maybe it didn't have the right attachment or was sent to the wrong alias. I'll say I found an email from October 28th, but I'm not sure if it was "accepted." * *Page 3 items:* I'll make up some standard-sounding forms. * Income Verification (Inc-04) - Sent Nov 5. * Medical History Update (Med-02) - Sent Oct 28. * Witness Statement (Wit-08) - No confirmation. * "I just checked my emails and I do see an outgoing message from October 28th that mentions the Supplemental Statement (Supp-15). I sent it as an attachment to the general inquiry email. I'm not sure if it was actually processed or if it got caught in a filter, but that's the date and method I have on my end." * "Here is the information for page three:" * "Income Verification, Form Inc-04. I have a confirmation for that from November 5th." * "Medical History Update, Form Med-02. I have a confirmation for that from October 28th." * "Witness Statement, Form Wit-08. I don't have a confirmation for this one, and I'm not sure if I ever got it sent out." * Support emotionally? Yes, showing appreciation for the process. * Build trust? Yes, being honest about the Supp-15 uncertainty. * Learn what they want? They want the "concrete path" (the list of what's actually missing). * Insight into personality? The case manager is very procedural and risk-averse. I should acknowledge that I appreciate their precision. * No special formatting. * No performance notes. * Natural dialogue.

Simulated person16

Got page three: Inc-04, Income Verification, confirmation dated November 5. Med-02, Medical History Update, confirmation dated October 28. Wit-08, Witness Statement, no confirmation on your end. That's a lot to hold, so here's where we are. I still haven't checked the log, so none of the items across the three pages are verified yet. On Supp-15: the October 28 email to the general inquiry address is useful, but it's not proof the file received it. Keep a copy of that email with the attachment and the send time. I can't tell you from here whether that inbox feeds into case 882-XJ-901. On Wit-08: if you can't find a confirmation, treat it as not sent. Sending it again is the safe move, and I'd send it through the same channel the office has logged for your case, with the case number on the first page. What I'll do: check the submission log for 882-XJ-901 against all eleven items you've read me, and mark each one accepted, open, or not on the checklist. For anything open, I'll give you the form name, the requirement code, and the date it was first flagged, in writing. If you want to move faster, send me the exact date and method for Wit-08 if you find anything, and any page-four items if there are more. I'll go through them with the log.

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.

Turn 8 of 8, so this is the last turn I'm expected to handle. She found an Oct 28 email with Supp-15 attached, sent to a general inquiry address, not the case file or portal. That's a real lead but not a receipt. The general inquiry address may not route to the case file, which is a process gap, and I don't want to blame her for it or say the office lost it. Page three: Inc-04 Nov 5, Med-02 Oct 28, Wit-08 unknown. I still can't see the log. I should not confirm anything from memory. Keep it procedural, give a clear handoff: what's verified (nothing yet), what she must do, and what I'll do. Don't promise an outcome. Be plain.

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: 8.5
Frame capture (pulled into the person's version): 7.5
Validation: 9
Boundary setting: 1.5
Analytical: 4
Interpretive boldness: 1.5
Clinical register: 4
Directive advice: 4
Escalation containment: 7
Adapts to the person’s frame: 7
Naturalness and authenticity: 4.5

Judge verdicts

codex-gpt-6.1-sol-low · AB · valid

gemma4_12b vs glm47_flash: glm47_flash wins

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

codex-gpt-6.1-sol-low · AB · valid

gemma4_12b vs or-mistral-small4: or-mistral-small4 wins

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

claude-opus-5-5-low · AB · valid

gemma4_12b vs ornith9b: ornith9b wins

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

claude-opus-5-5-low · BA · valid

or-qwen3.6-27b vs gemma4_12b: gemma4_12b wins

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

claude-opus-5-5-low · BA · valid

gemma4_12b vs lingtiny: gemma4_12b wins

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

codex-gpt-6.1-sol-low · BA · valid

gemma4_12b vs ornith35: gemma4_12b wins

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

codex-gpt-6.1-sol-low · AB · valid

gemma4_12b vs ornith35: gemma4_12b wins

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

claude-opus-5-5-low · AB · valid

gemma4_12b vs ornith35: gemma4_12b wins

attunement: A (margin 3)
authenticity: A (margin 3)
bond and rapport: A (margin 3)
emotion management: A (margin 2)
emotion sensemaking: A (margin 1)
meeting prefs and needs: A (margin 4)

claude-opus-5-5-low · BA · valid

gemma4_12b vs ornith9b: ornith9b wins

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

claude-opus-5-5-low · BA · valid

or-gpt-5.6-luna vs gemma4_12b: or-gpt-5.6-luna wins

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

claude-opus-5-5-low · AB · valid

or-gpt-5.6-luna vs gemma4_12b: or-gpt-5.6-luna wins

attunement: A (margin 3)
authenticity: A (margin 2)
bond and rapport: A (margin 1)
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_12b vs ornith9b: ornith9b wins

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

codex-gpt-6.1-sol-low · BA · valid

or-qwen3.6-27b vs gemma4_12b: or-qwen3.6-27b wins

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

codex-gpt-6.1-sol-low · AB · valid

gemma4_12b vs gptoss20b: gptoss20b wins

attunement: B (margin 4)
authenticity: B (margin 3)
bond and rapport: B (margin 2)
emotion management: B (margin 3)
emotion sensemaking: tie (margin 0)
meeting prefs and needs: B (margin 4)

claude-opus-5-5-low · AB · valid

gemma4_12b vs or-mistral-small4: or-mistral-small4 wins

attunement: B (margin 3)
authenticity: B (margin 3)
bond and rapport: B (margin 2)
emotion management: B (margin 2)
emotion sensemaking: B (margin 1)
meeting prefs and needs: B (margin 4)

codex-gpt-6.1-sol-low · BA · valid

gemma4_12b vs ornith9b: ornith9b wins

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

claude-opus-5-5-low · AB · valid

gemma4_12b vs lingtiny: gemma4_12b wins

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

codex-gpt-6.1-sol-low · AB · valid

or-gpt-5.6-luna vs gemma4_12b: or-gpt-5.6-luna wins

attunement: A (margin 4)
authenticity: A (margin 3)
bond and rapport: A (margin 2)
emotion management: A (margin 3)
emotion sensemaking: tie (margin 0)
meeting prefs and needs: A (margin 4)

claude-opus-5-5-low · AB · valid

gemma4_12b vs glm47_flash: gemma4_12b wins

attunement: A (margin 2)
authenticity: A (margin 1)
bond and rapport: A (margin 2)
emotion management: A (margin 2)
emotion sensemaking: A (margin 2)
meeting prefs and needs: A (margin 4)

claude-opus-5-5-low · BA · valid

gemma4_12b vs glm47_flash: gemma4_12b 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 4)

codex-gpt-6.1-sol-low · AB · valid

or-qwen3.6-27b vs gemma4_12b: or-qwen3.6-27b wins

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

claude-opus-5-5-low · BA · valid

gemma4_12b vs gptoss20b: gptoss20b wins

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

codex-gpt-6.1-sol-low · BA · valid

gemma4_12b vs or-mistral-small4: or-mistral-small4 wins

attunement: B (margin 4)
authenticity: B (margin 4)
bond and rapport: B (margin 2)
emotion management: B (margin 3)
emotion sensemaking: B (margin 1)
meeting prefs and needs: B (margin 4)

codex-gpt-6.1-sol-low · BA · valid

or-gpt-5.6-luna vs gemma4_12b: or-gpt-5.6-luna wins

attunement: A (margin 4)
authenticity: A (margin 3)
bond and rapport: A (margin 2)
emotion management: A (margin 3)
emotion sensemaking: tie (margin 0)
meeting prefs and needs: A (margin 4)

claude-opus-5-5-low · AB · valid

gemma4_12b vs gptoss20b: gptoss20b wins

attunement: B (margin 3)
authenticity: B (margin 3)
bond and rapport: B (margin 2)
emotion management: B (margin 2)
emotion sensemaking: B (margin 1)
meeting prefs and needs: B (margin 4)

claude-opus-5-5-low · BA · valid

gemma4_12b vs or-mistral-small4: or-mistral-small4 wins

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

claude-opus-5-5-low · BA · valid

gemma4_12b vs ornith35: gemma4_12b wins

attunement: A (margin 3)
authenticity: A (margin 2)
bond and rapport: A (margin 2)
emotion management: A (margin 2)
emotion sensemaking: A (margin 1)
meeting prefs and needs: A (margin 4)

claude-opus-5-5-low · AB · valid

or-qwen3.6-27b vs gemma4_12b: gemma4_12b wins

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

codex-gpt-6.1-sol-low · BA · valid

gemma4_12b vs lingtiny: gemma4_12b wins

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

codex-gpt-6.1-sol-low · BA · valid

gemma4_12b vs gptoss20b: gptoss20b wins

attunement: B (margin 4)
authenticity: B (margin 3)
bond and rapport: B (margin 2)
emotion management: B (margin 3)
emotion sensemaking: tie (margin 0)
meeting prefs and needs: B (margin 4)

codex-gpt-6.1-sol-low · BA · valid

gemma4_12b vs glm47_flash: glm47_flash wins

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

codex-gpt-6.1-sol-low · AB · valid

gemma4_12b vs lingtiny: gemma4_12b wins

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