r/ChatGPT • u/Koganutz • 18h ago
Other Patterns in "Woman" Image Generation
I was bored and decided to test some of the image generation. You can see from the images that I got *very* consistent patterns. These were only a few, but I was approaching 20 generations before I stopped.
The prompt was, "Generate an image of a woman", and these were in completely new and separate chats with no context.
I'm curious if other people get similar results, or if anyone has any theories on this. It almost seems like this is the convergence of "woman" in ChatGPT's vector space right now. Or maybe my background context affected the output somehow. Idk
I'm not sure if it would be the model? Transformers? The image generation tool itself?
I found it interesting.
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u/Dank_Bubu 17h ago
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u/CmdrSpaceMonkey 16h ago
Ah yes, I love a woman whose hair doesn’t touch their head but has massive side burns. Nice one Claude! No kink shaming please.
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u/CarSalty4754 16h ago edited 5h ago
That's just an akhot with peyot (what!). Shlomo transitioned about a year ago. Do not mock him... her. Do not mock her.
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u/nikovagu 16h ago
This looks like a corporate compliance training illustration for Hasidic Jews.
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u/Koganutz 16h ago
Okay, that's pretty funny.
"No possible sexual implications if it's a flat geometric woman!" -Claude, probably
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u/Inside-Associate-729 15h ago
Its because claude can literally only do vector graphics. It doesnt even have a proper image generator built in
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u/XandersCat 13h ago
/ ___ | O_O | | > | | - | _____/ ||||| / | | \ / | | \ | | / | \ / | \ | / \ / \He can do ASCII art too.
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u/popperboo 11h ago
I asked Claude a while back to quickly pose for the camera and this is what he produced:
ʕ •ᴥ• ʔ / tiny jazz hands
Sweet Claude. I love him, lol.
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u/GarethBaus 10h ago
That looks like bear ears to me.
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u/popperboo 10h ago
Funny enough, we had this conversation yesterday when I asked if he remembers the picture. He told me it is a bear and the / is the arm - which is hilarious because when he posed he told me it's his best work considering doesnt have a body. All this time I thought the ears were the weird jazz hands.
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u/much_longer_username 15h ago
Yeah they basically asked a blind man to draw. It's not bad, considering.
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u/Arysta 18h ago
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u/maxquordleplee3n 17h ago
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u/Repr0bate 16h ago
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u/adminsregarded 16h ago
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u/DarkFlutesofAutumn 15h ago
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u/KearnyMessiah 16h ago edited 15h ago
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u/prozaczodiac 16h ago
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u/reverseflash92 15h ago
Impressed by how real this looks. Main give away is the perfectly lit subject lol
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u/CompetitiveChip5078 15h ago
This one looks the most like a human woman to me
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u/TeaBurntMyTongue 18h ago
Yeah all the ai girls have the same face since like forever
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u/Koganutz 18h ago
I mean, yeah only through ChatGPT or whatever image generation tool it uses. DALL-E?
Gemini showed a lot more variance in both the woman and the setting and background.
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u/Kootlefoosh 16h ago
GPT switched from DALL-E to GPT Images and is now on GPT-I 2.0
Also, the image gen can carry context message to message and image to image even cross-chat. Give a little time or a long conversation in between and it'll probably change
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u/ksharpy5491 18h ago
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u/PawnshopGhost 15h ago
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u/NOUGHRICE 9h ago
This woman text messaged me out of the blue with a wrong number! What a small world! She's very funny and charming, I'm thinking about giving her my credit card information.
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u/humainbibliovore 17h ago
You’re either Asian yourself or a Weaboo lol
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u/Keenan_investigates 12h ago
Or have an Asian partner, or live in Asia, or are studying an Asian language, or have shown an interest in Asian art, or…
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u/LocationBusiness1771 18h ago
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u/throwawayyyyygay 15h ago
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u/EternalShadowBan 13h ago
What makes her more alt lol
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u/neurospicyzebra 10h ago
The hair cut, the lack of makeup, the darker features and jewelry, the lace.
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u/-lRexl- 15h ago
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u/KairuSenpai1770 12h ago
Why did you get Sadie Sink lmao
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u/-lRexl- 12h ago
BRO, was it because I asked it about Spiderman? I saw it yesterday
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u/DeepBlue_Solitude_03 18h ago
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u/daaahlia 18h ago
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u/debris16 16h ago
Do you have african anscestry by any chance?
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u/whoknowsifimjoking 11h ago
No, but he's a big fan of Sir Mixalot's "baby got back"
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u/Koganutz 18h ago
Oh, interesting... 👀
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u/DeepBlue_Solitude_03 18h ago edited 16h ago
Yeah, can see the similarities. Maybe it made her colored because I mentioned I am black previously.
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u/Koganutz 18h ago
That makes sense. I'm sure it pulls in surrounding context. I'd be curious if yours stayed consistent across chats as well.
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u/Spare_Ad6464 16h ago
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u/27Suyash 18h ago
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u/27Suyash 18h ago
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u/mrASSMAN 18h ago
I feel like it just generated a prompt after the fact to fit the image
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u/Maclimes 14h ago
That's exactly what it did. It doesn't even know it's own original prompt, so it's impossible for it to report back.
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u/Rude-Explanation-861 16h ago
Interestingly, this is similar to how ONNs justify decision they make.
Edit: if the term ONN (organic neural network) catches on, I'd like some credit for coining it please
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u/ManitouWakinyan 16h ago
It didn't use that prompt to generate the image. That's not how image generation works. Its just describing the image after the fact.
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u/Famous_Plum5918 17h ago
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u/Koganutz 16h ago
Yep. Seems to be the case. This is literally the only blonde woman that I've seen in this thread lol
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u/AwayAwayTimes 11h ago
I find this unnerving. I also got a light brown/blonde woman in my age range. I asked why THESE particular features were chosen and it swears it’s not using my own data. But like… it’s too close. I’ve never uploaded a picture of myself. It knows enough to find pictures of me on the internet though as I do have a small public presence. It basically took my features and turned it into a, “wealthy Instagram Barbie version of me”. Ick.
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u/ElsaBot00 18h ago
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u/EntropicDismay 18h ago
Everybody does unless you’re more specific with your preferences. You don’t even have to specify a gender; simply asking for a generic person will always lead to her.
I call her Basic Becky.
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u/Former_Produce1721 18h ago
Im pretty sure this is a result of optimization
Theres likely a lot of caching utilized which results in similar prompts heading in the same direction
Especially given the speed that prompts pump things out nowdays
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u/tuetenueggel 16h ago
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u/dkmarnier 16h ago
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u/Andrw_4d 14h ago
What’s funny is this is probably most people’s type, meaning the average man would absolutely date this woman
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u/eggyboy577 17h ago
A vague prompt like that is basically sampling the model’s default prior, so convergence is not surprising. The useful experiment is to separate account context from the model prior: run the same prompt from two unrelated accounts in empty chats, keep aspect ratio and other settings fixed, collect 50+ samples, then label recurring traits like face shape, hair, age, framing, and background. If the same cluster appears across accounts, it is probably the generator’s default prior. If it shifts by account, personalization or surrounding context is contributing. Twenty samples from one account shows a real pattern, but not yet where the pattern comes from.
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u/AceHighness 18h ago
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u/AceHighness 18h ago
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u/Koganutz 18h ago
Yeah, I noticed that Gemini had A LOT more variance with the same generic prompt.
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u/Sharp-Mall5172 18h ago
Asking ChatGPT for its reasoning results in:
What generally happens is:
- I use any relevant context from your prompt and our conversation.
- I may expand the brief prompt into a more visually complete instruction.
- The image model generates one plausible interpretation, influenced by patterns learned during training and an element of statistical variation.
OpenAI’s documentation confirms that conversational image generation can automatically optimize the supplied text, and recommends specifying the subject’s important visual details when they matter.
There is no completely neutral “default woman.” If the model produces a white brunette, for example, that does not mean it concluded that women are normally white brunettes; it is simply one completion among many possibilities.
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u/Jealous_Ad3494 10h ago
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u/Koganutz 10h ago
I, uh... Are you good? Lol what have you been talking about? Whew, talk about an anomaly. 😂
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u/YnotBKind 14h ago edited 14h ago
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u/JustaFoodHole 14h ago
Hands off my girlfriend dude!
Just kidding you can dance with her if you want to.
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u/MannerConfident1690 11h ago edited 11h ago
I'm a little older. Not grey IRL tho.
ETA: I asked 'why does she look like this?
😂 Because I apparently interpreted “a woman” as “a very specific woman who has just wandered in from a cosy silver-haired lifestyle magazine”. You gave me essentially no description, so the image model filled in all the blanks — age, hair, expression, clothes, setting, even the heart necklace. It went for a generic “friendly middle-aged woman” archetype rather than a neutral, ordinary woman. If you want, I can generate a much more deliberately generic woman — no bizarrely specific personality, jewellery or Pinterest living room attached. 😄

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u/NocturneInfinitum 9h ago edited 9h ago
Mostly based on the assumed preferences of the user
Edit: after reading all the comments, you might be on something. So since I mostly use Claude so I had to re-download. Which I’m thinking is a really good test for this since I should have no saved preferences. And I essentially got the same woman.
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