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These books are ranked using the characterization labels extracted for Bent Heavens.
Characterization labels used: flawed protagonist, angry protagonist, traumatized protagonist, social outcast, unlikable characters, morally compromised, male best friend, complicated friendship, neglected parent figure, unstable father figure, new boy love interest
This does not mean the books share the same plot, setting, quality, or difficulty. It means their characterization embeddings are close.
After an injury, a young man wakes up in different years of his life and must piece together how to change his future.
Why this is here
Characterization labels: flawed protagonist · unlikable protagonist · redemption-seeking · alcoholic protagonist · damaged man · self-destructive · character growth · mentor figure · side character depth
Semantic match: ranked by characterization
Distance: 0.1036
A numb teen enters a secret VR club that sells nightmares, then uncovers a dangerous truth about his own trauma.
Why this is here
Characterization labels: emotionally numb protagonist · sarcastic protagonist · witty protagonist · gay protagonist · teen protagonist · traumatized protagonist · psychologically complex characters · morally compromised behavior · misfit protagonist · cunning protagonist
Semantic match: ranked by characterization
Distance: 0.1037
In a near future of subscription-based body upgrades, one woman’s quest for perfection spirals into debt and collapse.
Why this is here
Characterization labels: relatable protagonist · unsympathetic protagonist · vain protagonist · self-destructive · addicted · ambitious · broken character · morally compromised · unlikable characters · believable characters
Semantic match: ranked by characterization
Distance: 0.1099
A traumatized gamer on a colony ship hunts Earth’s killers through VR, uncovering a deadly conspiracy.
Why this is here
Characterization labels: traumatized protagonist · flawed protagonist · isolated protagonist · gamer protagonist · vengeful protagonist · unlikeable protagonist · morally compromised protagonist · complicated protagonist · trust issues · emotionally armored · corporate slave · indentured worker · non-person
Semantic match: ranked by characterization
Distance: 0.1123
In a dying Earth, Essun’s search for her daughter collides with buried truths, shifting loyalties, and world-ending power.
Why this is here
Characterization labels: complex characters · flawed characters · morally ambiguous · powerful protagonist · resilient heroine · manipulative child · traumatized characters · unlikable characters · character-driven · coming into power · imperfect motivations
Semantic match: ranked by characterization
Distance: 0.1146
Camping in the Yukon, a broken man wakes to Earth remade as a deadly RPG and must survive, adapt, and get home.
Why this is here
Characterization labels: flawed protagonist · angsty hero · rage issues · loner · PTSD · survivor · brooder · self-destructive · reluctant leader · bisexual protagonist · POC protagonist · socially awkward · damaged goods · competent under pressure · emotionally repressed
Semantic match: ranked by characterization
Distance: 0.1147
A magazine writer’s trip to Calcutta for a missing poet turns into a suffocating descent into cult terror and dread.
Why this is here
Characterization labels: flawed protagonist · unlikeable protagonist · arrogant narrator · outsider protagonist · writer protagonist · poet protagonist · editor protagonist · family man · protective father · curious investigator · intellectual protagonist · flawed family dynamics
Semantic match: ranked by characterization
Distance: 0.1167
An awkward teen swallows a tiny supercomputer that promises coolness, popularity, and a shot at his crush.
Why this is here
Characterization labels: male teen protagonist · socially awkward protagonist · outcast protagonist · low self-esteem · crush-driven motivation · morally flawed characters · bully peers · one-dimensional female characters (claimed) · teen boy interiority · best friend
Semantic match: ranked by characterization
Distance: 0.1169
A young New Yorker becomes tied to a tattoo machine that exposes hidden truths, then faces its fallout over decades.
Why this is here
Characterization labels: flawed protagonist · unlikable protagonist · passive protagonist · miserable protagonist · self-loathing · self-absorbed · moral ambiguity · cult leader · enigmatic mentor · protégé · writer protagonist · artists · young adult protagonist · coming-of-age · controversial adults
Semantic match: ranked by characterization
Distance: 0.1169
A queer horror novella where a reunion with an ex turns into a week of obsession, shifting reality, and self-destruction.
Why this is here
Characterization labels: obsessive protagonist · toxic exes · flawed characters · unreliable protagonist · desperate narrator · possessive behavior · mutually destructive pair · messy characters
Semantic match: ranked by characterization
Distance: 0.1173
A stressed Londoner is hurled into 1300 and must survive medieval hardship, queer desire, and a dragon.
Why this is here
Characterization labels: miserable protagonist · self-loathing · cynical · whiny · emotionally repressed · self-centered · unlikable protagonist · reliable foil · sweet love interest · captor-turned-lover · reflective · flawed protagonist · burned out · frustrated · messy adult · reluctant growth
Semantic match: ranked by characterization
Distance: 0.1175
![Cover of 宝石の国 3 [Houseki no Kuni 3] by Haruko Ichikawa](https://m.media-amazon.com/images/S/compressed.photo.goodreads.com/books/1441563111i/26238641.jpg)
A winter mission forces a fragile gem warrior into a new partnership that changes identity, memory, and fate.
Why this is here
Characterization labels: clumsy protagonist · coming-of-age · self-doubt · depression · matured protagonist · traumatized protagonist · serious mentor · guard duty · stoic partner · genderless characters
Semantic match: ranked by characterization
Distance: 0.1186
