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These books are ranked using the characterization labels extracted for A Neon Darkness.
Characterization labels used: morally gray, unlikable protagonist, troubled teen, lonely protagonist, manipulative, self-centered, anti-hero, complex villain, tragic backstory, questionable choices, white male privilege
Focused on “manipulative” where exact label matches exist.
This does not mean the books share the same plot, setting, quality, or difficulty. It means their characterization embeddings are close.
An 18-year-old death row inmate joins a reality show where America votes on who lives, who dies, and who gets a second chance.
Why this is here
Characterization labels: unlikable protagonist · flawed heroine · teen offenders · morally gray cast · traumatized teen · angry narrator · impulsive · calculating · manipulative · vulnerable · rude · self-centered · sympathetic antagonist · damaged youth · foundational trauma
Semantic match: ranked by characterization
Distance: 0.1123
A debt-ridden con artist enters a shipboard servitude contract and is remade under a sadistic captain’s control.
Why this is here
Characterization labels: morally gray · morally reprehensible · sadist · emotionally stunted · naive · stupid protagonist · con artist · debt-ridden · cruel · manipulative · unapologetic · unlikable · high-control · low empathy · psychologically broken · gullible · hotheaded · developing confidence
Semantic match: ranked by characterization
Distance: 0.1253
A struggling young woman in near-future Mexico City clings to the dream of Mars while surviving precarious work and heartbreak.
Why this is here
Characterization labels: morally gray · unlikable protagonist · bitter protagonist · depressed protagonist · rootable protagonist · lonely woman · drifting young adult · underemployed · resourceful · self-aware · complex characters · character-driven · female protagonist
Semantic match: ranked by characterization
Distance: 0.1035
A young peacekeeper in a besieged desert city is sent after a feared enemy and discovers history may be a lie.
Why this is here
Characterization labels: young protagonist · naive protagonist · flawed hero · complex protagonist · stubborn · impulsive · arrogant · idealistic · disillusioned · heroic aspiration · morally gray characters
Semantic match: ranked by characterization
Distance: 0.1085
![Cover of Red Rising (1 of 2) [Dramatized Adaptation] by Pierce Brown](https://m.media-amazon.com/images/S/compressed.photo.goodreads.com/books/1697162849i/199598075.jpg)
An oppressed miner on Mars infiltrates an elite caste and academy to dismantle the society that enslaved his people.
Why this is here
Characterization labels: young protagonist · morally gray · traumatized protagonist · flawed hero · driven by grief · angry protagonist · loyal friend · brutal ruling class
Semantic match: ranked by characterization
Distance: 0.1092
A stranded teen crew fights sabotage, shifting loyalties, and a power struggle while racing to rescue their captured parents.
Why this is here
Characterization labels: teen protagonists · morally gray characters · flawed characters · traumatized teens · young leaders · religious leader · power-hungry leader · suspicious outsider · redemptive arc · darker character arc
Semantic match: ranked by characterization
Distance: 0.1121
In near-future Nigeria, a jaded psychic agent investigates dying sensitives around an alien biodome.
Why this is here
Characterization labels: morally gray protagonist · antihero · unlikable protagonist · flawed protagonist · psychic operative · former thief · government agent · sexist narrator · apathetic protagonist
Semantic match: ranked by characterization
Distance: 0.1171
A young living goddess hides a demon and claws to keep her throne as priests move to replace her.
Why this is here
Characterization labels: villainess · morally gray heroine · unapologetic antiheroine · ruthless protagonist · ambitious protagonist · self-serving protagonist · paranoid protagonist · desperate protagonist · traumatized protagonist · unreliable narrator · young ruler
Semantic match: ranked by characterization
Distance: 0.1244
A near-future pandemic makes survivors blissfully content, sparking a battle over happiness, power, and control.
Why this is here
Characterization labels: teen protagonists · young adults · billionaire heir · homeless teen · immune protagonist · alpha spreader · morally gray · morally flexible · depressed character · ambitious executive · villainous elite · flat characters · unlikable characters
Semantic match: ranked by characterization
Distance: 0.1244
A guilt-ridden heiress joins a secret society where touching objects lets members relive strangers’ deaths—and becomes addicted.
Why this is here
Characterization labels: unlikable protagonist · morally gray protagonist · wealthy socialite · self-destructive woman · damaged protagonist · addiction-driven · guilt-ridden · flawed characters · ultra-rich elites
Semantic match: ranked by characterization
Distance: 0.1253
After a tech-company plane crash, survivors find a high-tech island house whose secrets turn survival into paranoia.
Why this is here
Characterization labels: morally gray protagonist · unlikable characters · female tech worker · eccentric billionaire · tech bro · cold heroine · sociopathic traits · traumatized protagonist · survivor · antihero
Semantic match: ranked by characterization
Distance: 0.1261
In a ruined future, Tom, Wren, and their allies race through shifting factions and hidden secrets toward one last war-scarred reckoning.
Why this is here
Characterization labels: naive protagonist · morally gray characters · complex villains · flawed characters · traumatized heroine · childlike adults · love-to-hate character · redeemed character · undead/ reanimated character
Semantic match: ranked by characterization
Distance: 0.1288
