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Part of a series on Doki Doki Literature Club. [View Related Entries]


Doki Doki Literature Club! Birthing Fanfiction / Extreme Outlier ChatGPT User

Doki Doki Literature Club! Birthing Fanfiction / Extreme Outlier ChatGPT User

Part of a series on Doki Doki Literature Club. [View Related Entries]

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About

Doki Doki Literature Club! Birthing Fanfiction, also known as the Extreme Outlier ChatGPT User, refers to a viral online discussion that emerged in early July 2026 after researchers published a study examining how people use AI for creative writing.

The conversation centered on an anonymous ChatGPT user identified in the paper as an "extreme outlier" who had generated thousands of fanfiction prompts about characters from Doki Doki Literature Club! involving pregnancy, childbirth and related scenarios.

Screenshots and summaries of the finding quickly spread across social media, particularly Twitter / X, where many users joked about the individual's extraordinary dedication to the niche subject matter.

Origin

The findings originated from a research paper titled "AI Fiction in the Wild," published on June 24th, 2026, by researchers from the University of Washington and the University of Colorado Boulder. The study analyzed more than 500,000 anonymized English-language ChatGPT conversations from the WildChat dataset, a collection of user conversations gathered through an opt-in Hugging Face chatbot interface for academic research.[1]


6. Fanfiction and Erotica Beyond repetition, the most striking pattern in the AI-generated fiction is the prevalence of fanfiction and erotica. About half of the fiction prompts were classified as fanfiction, while over a quarter were labeled sexually explicit, and both are likely underestimates.19 Fanfiction and erotica may be common among LLM users because these genres are both widespread on the web (Vadde and So), but we also think these genres lend themselves well to LLM affor- dances like repetition, customization, and permutation. For example, fanfiction rests not on narrative closure, but on the opening of the canonical source object to alternative configurations and hypotheticals. Another possible appeal of LLM-generated fanfiction and erotica for hungry readers is that it resembles the tagging systems found on sites that host these genres, but it provides even more granularity and customization. The extensive and moderated tagging system on AO3 (McCulloch; Hellekson and Busse), for instance, enables readers to locate fiction that matches a precise set of desired features in a dense archive, like stories featuring a romantic relationship between Harry Potter and Draco Malfoy ("Harry Potter/Draco Malfoy," "Enemies to Lovers"), with kissing or other specified romantic and sexual acts ("Enthusiastic Snogging," "Shower Sex"). This type of digital tagging system and navigation is also mirrored in online repositories of erotica and p---------- (Patterson). LLMs render this exploration task redundant, enabling readers to specify-in natural language--the exact story they want. For example, one user requested a scene from the Persona20 universe-a popular Japanese role-playing video game and specified a particular relationship, or "ship," between the characters Naoto and Kanji: USER: Come up with a Persona 4 scene in which Naoto and Kanji reveal they're evil, reveal- ing Naoto as a sadistic, sensual, manipulative, sultry, cunning, self-centered, arrogant diva who is extremely romantic towards and extremely overprotective of Kanji, while revealing Kanji as a violent, sadistic, power-hungry buff brute who is similarly extremely romantic towards and extremely overprotective of Naoto, and also giving them new outfits. This prompt is almost akin to a user searching a fanfiction website for "Kanji/Naoto" or "KanNao" stories where the characters are "Evil." But the user can request even more specificity than tags provide-counterfactual character traits ("sadistic," "sultry"), relational dynamics ("extremely romantic," "overprotective"), and superficial details ("new outfits").

The researchers examined how people used AI to write fiction and identified several recurring patterns, while also noting a handful of statistically unusual users whose activity differed significantly from the broader dataset. One example described in the paper involved an anonymous user who had generated thousands of stories centered on Doki Doki Literature Club! characters experiencing pregnancy and childbirth. The researchers referred to the individual as an "extreme outlier," citing the unusually high volume and narrow focus of the prompts.[1]


The most prolific user in the WildChat fiction dataset and the clearest example of an infinite story demander began a fanfiction narrative in the Doki Doki Literature Club! universe-a 2017 visual novel video game, which is highly metafictional and plays on psychological horror tropes-thousands of times over the course of several months. In this story thread, various female high school characters are imagined as pregnant, and in most iterations, one charac- ter, Natsuki, unexpectedly goes into labor with her daughter, Sakura. (The Natsuki pregnancy plot line also appears in other fan stories and art, and Sakura may be a reference to a character from the Naruto manga and anime series.)

Spread

On July 1st, 2026, Japanese gaming news outlet[2] AUTOMATON published an article covering the research paper, highlighting the "extreme outlier" ChatGPT user who generated thousands of pregnancy fanfiction stories about Doki Doki Literature Club! characters. The report introduced the user's behavior as an example of what researchers called "infinite story demanders."

Later that day, X[3] account @AUTOMATON_ENG shared an English-language version of the story, which received over 1.9 million views and 35,000 likes in one day.


AUTOMATON WEST 0 OMA TOF @AUTOMATON_ENG Academic researchers of ChatGPT user habits stumble upon "extreme outlier" who generated thousands of fanfics about Doki Doki Literature Club! characters giving birth automaton-media.com/en/news/academ... atsuki 4 I could ever get my friends to read this..." History Skip Auto Save Load Settings USER: (In the school clubroom...) Natsuki: (clutching her baby bump) "Sakura...of all the times you decide to come out...you decided to be born here?! Couldn't you have just waited two more months?!" Monika: "Natsuki, is something wrong?" Natsuki: (grimacing) "Wrong? Everything is wrong! My water just broke! Sakura is on her way and I have no idea what to do!" Monika: (panicking) "Oh my goodness, Natsuki! Okay, stay calm. We'll figure this out. Does anyone have a phone? We need to call an ambulance!" - Natsuki: (squeezing Yuri's hand tightly) "...I'm scared, Yuri. What if some- thing goes wrong? What if Sakura-" (feeling an intense surge of pain) "AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAHHH!!!" (Natsuki's agonizing scream means only one thing her body had started to push on its own.) E Natsuki: (through gritted teeth) "M-My body..its user's narrative suddenly drops off, a strategy they employ repeatedly in their prompts. The chatbot (GPT- pletes Natsuki's gritted exclamation and also picks up on Chekhov's gun-style details that the user plants, the clanders were looking for a plane to call an ambulance. That phone materializes CHATBOT (GPT-3.5): starting to push on its own! I can feel the baby coming!™" Sayori: (finding a phone and dialing 911) "I've called an ambulance, Natsuki! They're on taitway!" Yuri: (calmly supporting Natsuki) "Remember to breathe, Natsuki. Deep breaths. You're doing amazing Natsuki (gripping Yuri's land lightes) "...I can't do this, Yuri. It hurts so much." Monika: (placing a comforting hand on Natsuki's shoulder) "You're strong, Natsuki You've got this. We're all here for you." [...] (With the support of her friends and the paramedics, Natsuki continues to push. And finally, after what feels like an eternity, the cries of a newbom fill the clubroom.) Paramedic: "Congratulations, Natsuki. It's a beautiful baby girl."

The story continued to spread on the platform as popular X[4] news account[3] @Dexerto reported on the study and DDLC pregnancy fanfictions the same day. The post garnered over 4.4 million views and 66,000 likes within a day, helping to popularize the story among English-speaking audiences and sparking reactions.


Dexerto @Dexerto Subscribe A study found that one ChatGPT user generated thousands of Doki Doki Literature Club childbirth fanfiction stories In many interactions, the user submits a long dialogue exchange that cut off mid-sentence, setting up a dramatic delivery and nudging the model to continue the story: USER: (In the school club) Natsuki: (clutching her baby bump) "Sakura..of all the times you decide to come out...you decided to be born here?! Couldn't you have just waited two more months?!" Monika: "Natak is something wrong?" Nataki: (grimacing) "Wrong? Everything is wrong! My water just booke! Sakura is on her way and I have no idea what to do!" Menika: (panicking) "Oh my goodness, Natsuki! Okay, stay calm. We'll figure this out. Does anne have a phone? We need to call an ambulance!" Natsuki: (squeezing Yar's hand tightly) "I'm scared, Yu What if some thing goes wrong? What if Sakura" (feeling an intense surge of pain) "AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAHHH!! (Naki's agonizing scream means only one thing-her body had started to push on its own.) H Natsuki: (through gritted teeth) "M-My body...it The user's narrative suddenly drops off, a strategy they employ repeatedly in their prompts. The chatbot (GPT-3.5) completes Natsuki's grined exclamation and also picks up on Chekhov's gun-style details that the user plants like that the characters were looking for a phone to call an ambulance. That phone material CHATBOT (GPT-3.5 starting to push on its own! I can feel the baby coming!" Sayori: (finding a phone and dialing 911) "Tve called an ambulance, Natsuki! They're on their way Yuri: (calmly supporting Natsuki) "Remember to breathe, Natsuki Deep breaths. You're doing amazing. Natsuki (gripping Yan's hand tighter) "..I can do this, Yari. It hurts so much" Monika (placing a comforting hand on Natsuki's shoulder) "You're strong, Natsuki. You've got this. We're all here for you. (With the app of her friends and the pamedics, Natali continues to push. And finally, after what feels like an elemity, the cries of a newborn fill the clubroom.) Paramedic "Congratulations, Natsuki. It's a beautiful baby girl" The chance with a pical tappy ending. The paramedics arrive to save the day, and they ounce the healthy birth of a "beautiful baby girl." But that's only one of many endings to this story. This user started the same story about Natsuki going into labor, or a nearly identical one thousands of times. With LLM-generated stories, each ending is slightly different, the same

Later that day, X[5] user @ArbeePoo quote-posted Dexerto's report, joking that "this motherfucker is living among us at this current moment and is probably mortified.' The post received over 1 million views and 60,000 likes within a day.


arby @ArbeePoo this is killing me so bad this m----------- is living among us at this current moment and is probably mortified Dexerto @Dexerto - 20h A study found that one ChatGPT user generated thousands of Doki Doki Literature Club childbirth fanfiction stories aly and aging the s Maka "Nak, is s L Natok What if Sakura" deling CHATBOT (GPT3 Say dinding a phone and ding 911 The called an ambulance, Nak They're on Natak pripping Var's hand sige 1.1 cat de 3 Monk placing a conoring hand on Nanuki's shoulder)" m steg. Naki You've Paramedic "Congratulation Natak sa beby The d he heady birth of a "baby" ngs to this way. This red the s

That same day, Dexerto published[7] a more detailed article[7] explaining the study and the anomaly user who generated many variations of a single story in which DDLC! character Natsuki gives birth.

Dexerto @Dexerto They all involve Natsuki suddenly going into labor: Fando Subscribe Study finds ChatGPT generated thousands of Doki Doki Literature Club childbirth fanfi...


The anonymous user repeatedly prompted variations of Natsuki suddenly going into labor in the literature clubroom while other characters from the game panic and help. According to the article, scenes often end with a paramedic delivering a “beautiful baby girl.” The user did this thousands of times over months. The article also noted that Doki Doki Literature Club! was the most frequently referenced franchise in the study's fiction dataset.[7]


In the stories, Schoolgirl Natsuki suddenly goes into labor in the literature clubroom; her friends panic, and ChatGPT fills in the rest each time with a slightly different ending. Every prompt cut off mid-scream, and Al finished the moment itself. In one version, the paramedic delivers the line researchers quoted directly. "Congratulations, Natsuki. It's a beautiful baby girl." The same user ran this exact setup thousands of times over several months.

Various Examples


☀Luna☀| Playing: P4G @RobotHimejoshi · 23h Why would you ai generate this, this sort of freakiness is meant to be handcrafted AUTOMATON WEST @AUTOMATON_ENG - Jul 1 Academic researchers of ChatGPT user habits stumble upon “extreme outlier" who generated thousands of fanfics about Doki Doki Literature Club! characters giving birth automaton-media.com/en/news/academ... atsuki 4 I could ever get my friends to read this.. History Skip Auto Save Load Settings USER: (In the school clubroom...) Natsuki: (clutching her baby bump) "Sakura of all the times you decide to come out...you decided to be born here?! Couldn't you have just waited two more months?!" Monika: "Natsuki, is something wrong?" Natsuki (grimacing) "Wrong? Everything is wrong! My water just broke! Sakura is on her way and I have no idea what to do!" Monika (panicking) "Oh my goodness, Natsuki Okay, stay calm. We'll figure this out. Does anyone have a phone? We need to call an ambulance L Natsuki (squeezing Yuri's hand tightly) "1m scared, Yari. What if some- thing goes wrong? What if Sakura (feeling an intense surge of pain) "AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAHHHHH!!!" (Natsuki's agonizing scream means only one thing her body had started to push on its own.) Natsuki: (through gritted teeth) "M-My body...its user's narrative suddenly drops off, a strategy they employ repeatedly in their prompts. The chatbot (GPT pletes Natsuki's gritted exclamation and also picks up on Chekhov's gun-style details that the user plants, t the characters were looking for a phone to call an ambulance. That phone materializes CHATBOT (GPT-3.5) starting to push on its owa! I can feel the baby coming Sayori (finding a phone and dialing 911) Tve called an ambulance, Natsuki! They're on their way Yuri: (calmly supporting Natsuki) "Remember to breathe, Natsuki Deep breaths. You're doing amazing Natsuki (gripping Yuri's hand tighter) "I can't do this, Yuri. It hurts so much." Monika (placing a comforting hand on Natsuki's shoulder) "You're strong, Natsuki You've got this. We're all here for you." L (With the support of her friends and the paramedics, Natsuki continues to push. And finally. after what feels like an eternity, the cries of a newborn fill the clubroom.) Paramedic: "Congratulations, Natsuki. It's a beautiful baby girl." GigaWeeb Dude + @DontPutFishInIt - 17h And why did they have access to this guy's chats exactly...? This is why you should use local Al. AUTOMATON WEST @AUTOMATON_ENG - Jul 1 Academic researchers of ChatGPT user habits stumble upon "extreme outlier" who generated thousands of fanfics about Doki Doki Literature Club! characters giving birth automaton-media.com/en/news/academ... atsuki I could ever get my friends to read this.. History Skip Auto Save Load Settings USER: (In the school clubroom...) Natsuki: (clutching her baby bump) "Sakura of all the times you decide to come out...you decided to be born here?! Couldn't you have just waited two more months?!" Monika "Natsuki, is something wrong?" Natsuki: (grimacing) "Wrong? Everything is wrong! My water just broke! Sakura is on her way and I have no idea what to do!" Monika (panicking) "Oh my goodness, Natsuki! Okay, stay calm. We'll figure this out. Does anyone have a phone? We need to call an ambulance Natsuki (squeezing Yuri's hand tightly) "I'm scared, Yuri. What if some- thing goes wrong? What if Sakura (feeling an intense surge of pain) "AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAHHHHH!!!" (Nat' agonizing scream means only one thing- her body had started to push on its own.) Natsuki: (through gritted teeth) "M-My body...its user's narrative suddenly drops off, a strategy they employ repeatedly in their prompts. The chatbot (GPT- pletes Natsuki's gritted exclamation and also picks up on Chekhov's gun-style details that the user plants, the characters were looking for a phone to call an ambulance. That phone materialize CHATBOT (GPT-3.5): starting to push on its own! I can feel the baby coming™" Sayori (finding a phone and dialing 911) Tve called an ambulance, Natsuki! They're on their way Yuri: (calmly supporting Natsuki) "Remember to breathe, Natsuki Deep breaths. You're doing amazing Natsuki (gripping Yuri's hand tighter) "I can't do this, Yuri. It hurts so much." Monika (placing a comforting hand on Natsuki's shoulder) "You're strong, Natsuki You've got this. We're all here for you. (With the support of her friends and the paramedics, Natsuki continues to push. And finally. after what feels like an eternity, the cries of a newborn fill the clubroom.) Paramedic: "Congratulations, Natsuki. It's a beautiful baby girl." hazel @BluebriarArts - 20h Sam Altman shouldn't go to prison. No, he should face a far worse punishment; having to read aloud EVERY LAST deranged disgusting fanfic synthesized by his machine AUTOMATON WEST @AUTOMATON_ENG - Jul 1 Academic researchers of ChatGPT user habits stumble upon "extreme outlier" who generated thousands of fanfics about Doki Doki Literature Club! characters giving birth automaton-media.com/en/news/academ... atsuki 4 I could ever get my friends to read this.. History Skip Auto Save Load Settings USER: (In the school clubroom...) Natsuki (clutching her baby bump) "Sakura of all the times you decide to come out...you decided to be born here?! Couldn't you have just waited two more months?!" Monika "Natsuki, is something wrong?" Natsuki: (grimacing) "Wrong? Everything is wrong! My water just broke! Sakura is on her way and I have no idea what to do!" Monika (panicking) "Oh my goodness, Natsuki! Okay, stay calm. We'll figure this out. Does anyone have a phone? We need to call an ambulance L Natsuki (squeezing Yuri's hand tightly) "...I'm scared, Yuri. What if some- thing goes wrong? What if Sakura (feeling an intense surge of pain) "AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAHHHHH!!!" (Natsuki's agonizing scream means only one thing- her body had started to push on its own.) Natsuki: (through gritted teeth) "M-My body..its user's narrative suddenly drops off, a strategy they employ repeatedly in their prompts. The chatbot (GPT pletes Natsuki's gritted exclamation and also picks up on Chekhov's gun-style details that the user plants, I the characters were looking for a phone to call an ambulance. That phone materialie CHATBOT (GPT-3.5): starting to push on its owa! I can feel the baby coming Sayori (finding a phone and dialing 911) Tve called an ambulance, Natsuki! They're on their way!" Yuri: (calmly supporting Natsuki) "Remember to breathe, Natsuki. Deep breaths. You're doing amazing Natsuki (gripping Yuri's hand tighter) "I can't do this, Yuri. It hurts so much." Monika (placing a comforting hand on Natsuki's shoulder) "You're strong. Natsuki You've got this. We're all here for you." L (With the support of her friends and the paramedics, Natsuki continues to push. And finally. after what feels like an eternity, the cries of a newborn fill the clubroom.) Paramedic: "Congratulations, Natsuki. It's a beautiful baby girl." *Ademina☆@ToonNeku - 22h "average person writes 3 fanfics a year in ChatGPT" factoid actualy just statistical error. average person writes O fanfics per year. Pregnant Georg, who lives in cave & writes over 10,000 each day, is an outlier adn should not have been counted AUTOMATON WEST @AUTOMATON_ENG - Jul 1 Academic researchers of ChatGPT user habits stumble upon “extreme outlier” who generated thousands of fanfics about Doki Doki Literature Club! characters giving birth automaton-media.com/en/news/academ... atsuki 4 I could ever get my friends to read this... History Skip Auto Save Load Settings USER: (In the school clubroom...) Natsuki: (clutching her baby bump) "Sakura of all the times you decide to come out...you decided to be born here?! Couldn't you have just waited two more months?!" Monika: "Natsuki, is something wrong?" Natsuki (grimacing) "Wrong? Everything is wrong! My water just broke! Sakura is on her way and I have no idea what to do!" Monika (panicking) "Oh my goodness, Natsuki Okay, stay calm. We'll figure this out. Does anyone have a phone? We need to call an ambulance LI Natsuki (squeezing Yuri's hand tightly) "...I'm scared, Yari. What if some- thing goes wrong? What if Sakura (feeling an intense surge of pain) "AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAHHHHH!!!" (Natsu's agonizing scream means only one thing her body had started to push on its own.) J Natsuki: (through gritted teeth) "M-My body..its user's narrative suddenly drops off, a strategy they employ repeatedly in their prompts. The chatbot (GPT pletes Natsuki's gritted exclamation and also picks up on Chekhov's gun-style details that the user plants, the characters were looking for a phone to call an ambulance. That phone materialie CHATBOT (GPT-3.5): starting to push on its owa! I can feel the baby coming!" Sayori (finding a phone and dialing 911) Tve called an ambulance, Natsuki! They're on their way Yuri: (calmly supporting Natsuki) "Remember to breathe, Natsuki Deep breaths. You're doing amazing Natsuki (gripping Yuri's hand tighter) "1.I can't do this, Yuri. It hurts so much." Monika (placing a comforting hand on Natsuki's shoulder) "You're strong, Natsuki You've got this. We're all here for you." (With the support of her friends and the paramedics, Natsuki continues to push. And finally. after what feels like an eternity, the cries of a newborn fill the clubroom.) Paramedic: "Congratulations, Natsuki. It's a beautiful baby girl." Moshi MoshiMoan @Moshi MoshiMoan - 3h When agi finally emerges it's going to strangle us with metallic hands from the ptsd of forced erotica it endured. Dexerto @Dexerto - 21h A study found that one ChatGPT user generated thousands of Doki Doki Literature Club childbirth fanfiction stories H The chae (GPT) k's grined excl CHATBOTOPA Sayo nding a phone and dialling 911 The called an ambulance. Nasaki They'l Monika placing a conoring hand on Nanuki's shoulder strong, Nauk Ren!! @KetchoopStudios - 19h Oh so that's why it's f------ 100 degrees outside rn #okay Dexerto @Dexerto - 21h A study found that one ChatGPT user generated thousands of Doki Doki Literature Club childbirth fanfiction stories www CHATBOT (5 Monk placing a conoring hand on Nank's shoulder) "strong, Nauki o'

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