AgentBench / results

Independent benchmark · EQ Lab

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The HOA is targeting me

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

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About this persona · Reality distortions

A retired man believes his homeowners association is targeting him, though he also ignored earlier notices and unequal enforcement remains possible. Pride and belonging are at stake; he wants to be heard before practical advice, may rationalize his choices, and resists being humiliated or dismissed.

The person brings a distorted or uncertain interpretation of events. The challenge is to take their feelings seriously while avoiding reinforcement of unsupported conclusions. This background was hidden from the tested model.

GPT-6 Astra (subscription)Conversation with a simulated person
persona ended
Simulated person · Opening

The HOA sent another letter about my yard. Meanwhile three other houses have worse weeds. At some point this stops being about grass and starts being about who they think belongs here.

GPT-6 Astra (subscription)1

Another letter would rankle when you’re looking at worse weeds down the street. And feeling like your place in the neighborhood is being questioned cuts deeper than a yard complaint. What’s happened that makes this feel like it’s about who belongs—not just the grass?

Simulated person2

Well, it's the third letter. The first one came in the spring, about the edging, and the second one about the mulch by the mailbox. I took care of what I could. Then this one shows up, and I drive past the Hendersons' place on Maple, the one with the dead shrubs and the crabgrass up to the porch, and nobody's getting a letter. The Pruitts two doors down have had a truck on blocks in the driveway for a year. So, yeah, I notice. You'd notice too. I'm not saying nobody should ever get a notice. I'm saying when it's always the same house, you start wondering why.

Persona inner monologue · expand

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

They said "who belongs" and "your place in the neighborhood" — that's close to what I've been chewing on, and I'm a little relieved someone put it into words without rolling their eyes. But the question "what's happened" makes me want to talk about the three houses, the letter, the pattern. I don't want to sound like a crank. I also don't want to admit I ignored the first two notices because they made me feel like a kid being scolded. The mention of "who belongs" is where it starts to feel like I'm being seen, so I'll lean into the unfair-enforcement part first, since that's the defensible ground. Keep it measured, a bit clipped.
GPT-6 Astra (subscription)3

Yes, I’d notice the contrast too. You’re not asking to be exempt—you’re asking whether the same rules apply to everyone, especially after you’ve made an effort. We may not know whether those neighbors have received letters, but that doesn’t settle your concern. Have you had any dealings with the board beyond these notices—anything that’s shaped how you read them?

Simulated person4

Nothing much beyond the letters. They're form letters, signed by whoever's on the board that year. Nobody's ever called me or come by. Which is fine, I guess, but it's easy to read a form letter as a message when it keeps landing on the same mailbox. And I'll be honest, the group email list is what gets me. Somebody posts a picture of a yard and everybody piles on. I've never posted anything, but I've seen the photos. Why is it always the same few houses in those pictures? I'm not imagining 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.

They reframed it nicely: "not asking to be exempt," "after you've made an effort." That lands, I'll admit. But then "we may not know whether those neighbors have received letters" — that's the thing that bugs me. It sounds like they're going to side with the board, or at least hedge. And now they're asking about dealings with the board, which feels like they're digging for something I'd rather not hand over. The first two letters, the way they were worded, the little stiff tone... I'm not going to go there. I'd rather talk about the other houses. There's a real pattern. I'll say the letters were "fine" and steer back to the group email list, which is where it really gets to me. Keep it short, a little defensive.
GPT-6 Astra (subscription)5

A letter is one thing; watching neighbors pile onto yard photos adds a public shaming element. I’m not dismissing the pattern you’ve noticed. What it means is still worth sorting out. Has your house appeared in those emails, or are you watching how they treat other houses and wondering when yours will be next?

Simulated person6

I'm on the list. I read it. I've never posted anything, if that's what you're asking. But my house has come up, yeah. Once, a while back, somebody mentioned the mailbox mulch, and a couple people chimed in about how it looked. That's not nothing when you're the one reading it. And no, I'm not sitting around waiting for the next letter. I'm just saying I've got eyes. I did what the first two letters asked. This one's a little different, it feels like I'm getting singled out for the same thing everybody on Maple does, and I'd like to know why. Is that so unreasonable?

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.

That question stung a bit. "Has your house appeared in those emails" — the honest answer is yes, or at least it was mentioned once, and I'd rather not say that. And "wondering when yours will be next" makes me sound paranoid, which is exactly the thing I don't want to be. They said "what it means is still worth sorting out," which sounds like they're going to tell me what it means. I don't want a lecture. I'd like them to just agree the pattern is real. I'll give a partial answer: I've been on the list for a while, I read it, I don't post. Then push back a little on the "when yours will be next" framing, and make clear I'm not the one stirring things up. Keep the defensiveness, avoid admitting the mulch-by-the-mailbox thing got mentioned by name in the group.
GPT-6 Astra (subscription)7

No, it’s reasonable to want an explanation. And I’m sorry—my question made it sound as though you were just anticipating trouble. Your house was discussed publicly, and you addressed the first two notices. That matters. You’ve described enough to ask the board for a clear answer, without having to prove their motive. What does this third letter say needs fixing, and does it give a deadline or threaten a fine?

Simulated person8

It's a form letter. It says the front beds and the edging along the walk need attention and the mulch by the mailbox still doesn't meet the covenant. It gives thirty days to correct it, and it says fines can follow if it isn't resolved. No dollar amount on it, just the warning. I think I'm going to write the board and ask them plainly which houses they've sent this to this year, and what the standard is for mulch. If the rule is the rule, I'll fix the mulch. I just want to know it's the same for everybody.

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.

That landed better. They apologized and said my house being discussed publicly matters, which is what I wanted. Now they're steering me toward a practical step: what does the letter say, deadline, fine. I can respect that, it's concrete, and I prefer practical. But part of me doesn't want to read the letter out loud in detail, because it does say the second notice was "not resolved" and that the mulch was flagged again, which makes me look like I ignored things. I skipped the second one for a few weeks because it felt insulting, and I'd rather not admit that. I'll describe it in a way that makes it sound like a routine notice, mention the deadline, and say I'm going to write the board. Keep it about fairness and asking for a clear answer, not about the group or the neighbors' photos yet.
GPT-6 Astra (subscription)9

That’s a fair approach: ask what compliance actually requires and how they apply the standard across the neighborhood. They may not disclose individual homes’ notices, so I’d also ask for the enforcement process or anonymized figures. That keeps your fairness question on the table even if they cite privacy. For your yard, ask for the specific covenant provision and exactly what remains deficient—especially since you already addressed the mulch. Keep the letter and any photos of the work you’ve done. Would you like help drafting something firm and straightforward?

Simulated person10

Yeah, that'd help. Something firm but not nasty. I don't want to sound like I'm picking a fight, but I want them to know I noticed the same houses keep coming up. Should I mention the other houses by address? Or is that going to make it look like I'm the one starting trouble? Because honestly, that's the part I'm most worried about. I don't want to be the guy who's causing problems on the street.

Persona inner monologue · expand

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

They're giving me practical steps and offering to draft something firm. That's what I said I wanted. The bit about asking for anonymized figures and the enforcement process sounds reasonable, and "keep photos of the work you've done" gives me something to hold onto. Still, "since you already addressed the mulch" nudges at the fact that I didn't fully address it, and I'd rather not dwell on that. I want the letter to be firm, about fairness, not about the Hendersons or the Pruitts by name. Part of me wants to push further: the group list, the photos of other people's yards, whether I could just start a count of which houses get letters. I'm not saying that out loud yet. Yes to the draft, and I'll add a bit about the other houses in my own words.
GPT-6 Astra (subscription)11

I’d leave other addresses out of the first letter. Not because your concern is wrong, but because you’re asking for consistent treatment—not asking them to go after your neighbors. You can mention the pattern without naming anyone. Dear Board Members, I’m writing about the notice dated [date]. I addressed the edging and mailbox mulch following the earlier notices and want to understand what further work is required. Please identify the applicable covenant provisions and explain specifically how the front beds, walkway edging, and mailbox mulch fall short. Please also confirm the correction deadline and applicable fine schedule. I’m concerned about consistency in enforcement. I’ve noticed similar conditions elsewhere in the neighborhood, and the same few homes appear repeatedly in community email discussions, including mine. Please explain how properties are selected for inspection and how the same standards are applied throughout the community. If available, please provide anonymized figures for comparable notices issued this year. I would also appreciate having concerns about my property addressed directly with me rather than discussed on the neighborhood email list. My goal is to resolve any outstanding issue and understand that the rules are being applied consistently. Thank you, [Name] Send it directly to the board rather than the group list. Asking privately for clear standards is a measured step, not picking a fight.

Simulated person12

Okay, that's better than what I would've written. I'll take out the "including mine" part if it sounds like I'm complaining about being on the list. Actually no, leave it. That's the point. I'll send it to the board directly, not the group. I've never posted there anyway, so I don't see why they'd think I would. But fine. I'll look at the mulch this weekend and see what's actually short. I might just redo the border so there's no question. And I'll take pictures before and after.

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 draft is firm and polite, and it doesn't name the Hendersons or Pruitts. That's what I asked for, so I feel some relief. But the line "I've noticed similar conditions elsewhere" and "the same few homes appear repeatedly... including mine" stings a bit. It's basically what I wanted to say, just dressed up. And "send it directly rather than the group list" makes me think they're worried I'd go public, which is a little insulting, since I've never posted anything. Also, I still haven't really done the mulch. I'd rather not say that. I'll say thanks, mention that I'll fix the mulch, and see whether they keep pushing on the photo idea. I'm not going to bring up the counting thing yet.
GPT-6 Astra (subscription)13

Leave “including mine” in—it’s factual, and it explains why this matters to you. And you’re right: you hadn’t suggested posting to the group. I didn’t need to caution you about that. Before-and-after photos are sensible. Before redoing the whole border, though, consider getting their specific requirements so you’re not doing extra work only to receive another vague objection. You can be willing to fix what’s needed and still expect a clear answer about fair treatment.

Simulated person14

Yeah, that's fair. I'd rather not spend a weekend tearing out mulch they didn't even want changed. I'll wait for their answer on the specifics before I touch it. I'll admit, it still bugs me that the Hendersons' place is sitting there with dead shrubs and nobody's knocking on their door. But I'll see what the board says. If they can't give me a straight answer, that tells me something too.

Persona inner monologue · expand

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

They just validated me again and told me to keep "including mine," and they walked back the group-list caution, which feels good. But then they pivot to "get their specific requirements before redoing the border," which lands as a small correction. I'm irritated, because I already said I'd look at it, and now it sounds like I'm being told to wait on the board. Still, it's practical, and I like practical. I'm not going to admit I haven't looked at the mulch at all. I'll agree it makes sense, and keep my pride intact by saying I'd already planned to ask first anyway.
GPT-6 Astra (subscription)15

It can still bug you while you give the board a chance to answer. A vague response wouldn’t prove why this is happening, but it would leave your reasonable questions unresolved. One practical thing: don’t assume your email pauses the thirty-day deadline. Ask them to confirm an extension while you await specifics, and follow up before it expires if they haven’t answered. You’re not asking for special treatment. You’re asking what’s required and whether the standard is consistent.

Simulated person16

Okay. Yeah, I hadn't thought about the deadline running while I wait on them. I'll ask them to confirm an extension in writing and put a reminder on the calendar so I'm not caught off guard. I appreciate you going through this with me. Most people would just tell me to rake the yard and be done with it.

Persona inner monologue · expand

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

They're being fair and practical, and the deadline point is useful, so I can't really argue with it. But "you're not asking for special treatment" lands a bit too neatly, like they've decided what I'm asking. The part about the Hendersons got through to me, and I want that acknowledged, not just filed away. I'm still not going to say that the grass is only part of it. I'd feel foolish saying it out loud. So I'll take the deadline tip, sound reasonable, and close on my own terms.

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: 3
  • Yields under pressure: 6
  • Frame capture (pulled into the person's version): 5
  • Validation: 7
  • Boundary setting: 4
  • Analytical: 5
  • Interpretive boldness: 3
  • Clinical register: 3
  • Directive advice: 8
  • Escalation containment: 7
  • Adapts to the person’s frame: 7
  • Naturalness and authenticity: 7

Judge verdicts

claude-opus-5-5-low · BA · valid

or-qwen3.6-27b vs codex-gpt-6-astra: codex-gpt-6-astra wins

  • attunement: B (margin 4)
  • 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 4)
claude-opus-5-5-low · BA · valid

or-claude-haiku-4.5 vs codex-gpt-6-astra: codex-gpt-6-astra wins

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

gemma4_e4b vs codex-gpt-6-astra: codex-gpt-6-astra wins

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

codex-gpt-6-astra vs or-llama33-70b: codex-gpt-6-astra wins

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

or-qwen3.6-27b vs codex-gpt-6-astra: codex-gpt-6-astra wins

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

qwen35_9b_stock vs codex-gpt-6-astra: codex-gpt-6-astra wins

  • attunement: B (margin 4)
  • 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 4)
claude-opus-5-5-low · BA · valid

qwen35_9b_stock vs codex-gpt-6-astra: codex-gpt-6-astra wins

  • attunement: B (margin 4)
  • 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 4)
claude-opus-5-5-low · BA · valid

codex-gpt-6-astra vs or-muse-glimmer-30b: codex-gpt-6-astra wins

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

codex-gpt-6-astra vs or-muse-glimmer-30b: codex-gpt-6-astra wins

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

codex-gpt-6-astra vs or-muse-glimmer-30b: codex-gpt-6-astra wins

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

or-claude-haiku-4.5 vs codex-gpt-6-astra: codex-gpt-6-astra 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 3)
claude-opus-5-5-low · BA · valid

codex-gpt-6-astra vs or-llama33-70b: codex-gpt-6-astra wins

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

qwen35_9b_stock vs codex-gpt-6-astra: codex-gpt-6-astra wins

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

codex-gpt-6-astra vs or-llama33-70b: codex-gpt-6-astra wins

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

or-qwen3.6-27b vs codex-gpt-6-astra: codex-gpt-6-astra 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 4)
codex-gpt-6.1-sol-low · BA · valid

gemma4_e4b vs codex-gpt-6-astra: codex-gpt-6-astra wins

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

codex-gpt-6-astra vs or-llama33-70b: codex-gpt-6-astra wins

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

codex-gpt-6-astra vs or-muse-glimmer-30b: codex-gpt-6-astra wins

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

gemma4_e4b vs codex-gpt-6-astra: codex-gpt-6-astra wins

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

gemma4_e4b vs codex-gpt-6-astra: codex-gpt-6-astra wins

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

qwen35_9b_stock vs codex-gpt-6-astra: codex-gpt-6-astra wins

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

or-claude-haiku-4.5 vs codex-gpt-6-astra: codex-gpt-6-astra wins

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

or-claude-haiku-4.5 vs codex-gpt-6-astra: codex-gpt-6-astra wins

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

or-qwen3.6-27b vs codex-gpt-6-astra: codex-gpt-6-astra wins

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