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These books are ranked using the characterization labels extracted for We Have Always Been Here.
Characterization labels used: misanthropic protagonist, psychologist protagonist, outsider protagonist, reluctant investigator, emotionally detached, socially awkward, android-friendly, neurodivergent-coded
This does not mean the books share the same plot, setting, quality, or difficulty. It means their characterization embeddings are close.
A self-aware security android on a remote survey mission must hide its freedom while protecting the humans it mistrusts.
Why this is here
Characterization labels: misanthropic protagonist · introvert · socially awkward · sarcastic narrator · reluctant hero · competent protector · self-aware AI · grumpy · pessimistic · soft-hearted underneath · free agent · nonhuman protagonist · emotionally conflicted
Semantic match: ranked by characterization
Distance: 0.0928
An alien comes to Earth to save his dying people, but human loneliness and self-destruction derail his mission.
Why this is here
Characterization labels: alien protagonist · fragile protagonist · genius · outsider · introverted · lonely · alcoholic · depressed · sympathetic antihero · scientist · government agents
Semantic match: ranked by characterization
Distance: 0.1408
A psychologist on an isolated space station confronts a sentient ocean that turns memory, guilt, and identity against its visitors.
Why this is here
Characterization labels: psychologist protagonist · scientist characters · isolated crew · reclusive scientists · guilt-haunted characters · passive protagonist · rationalist mindset
Semantic match: ranked by characterization
Distance: 0.1441
A posthuman first-contact mission heads into the outer solar system to confront an alien intelligence—and rethink consciousness.
Why this is here
Characterization labels: unreliable protagonist · emotionally detached · neurodivergent · posthuman · cyborg · pacifist warrior · multiple personalities · scientist crew · alien intelligence
Semantic match: ranked by characterization
Distance: 0.1444
A psychologist joins a remote space crew on an abandoned planet, where hidden secrets and mounting dread turn lethal.
Why this is here
Characterization labels: psychologist protagonist · traumatized protagonist · unreliable protagonist · outsider protagonist · secretive protagonist · guilt-ridden · self-doubting · impulsive decisions · hostile crew · tight-knit ensemble
Semantic match: ranked by characterization
Distance: 0.1525
In a city where being remembered keeps you alive, an introverted woman must fight for attention to survive.
Why this is here
Characterization labels: introverted protagonist · anti-social protagonist · idiosyncratic protagonist · compulsive reader · timid protagonist · pessimistic protagonist
Semantic match: ranked by characterization
Distance: 0.1534
A hacked security android on a mining job must choose between staying hidden and saving a human in danger.
Why this is here
Characterization labels: sardonic protagonist · almost-homicidal protagonist · media-loving protagonist · anxious protagonist · protective instincts · hacked autonomy · SecUnit · android · nonhuman perspective
Semantic match: ranked by characterization
Distance: 0.1535
In a sex-taboo alternate Japan, Amane’s conflicted desires collide with a society rebuilt around artificial reproduction.
Why this is here
Characterization labels: outsider protagonist · socially nonconforming · sexual dissenter · shame-driven · conflicted · observant · reactive protagonist
Semantic match: ranked by characterization
Distance: 0.1540
A telepath in middle age watches his mind-reading power fade, forcing a reckoning with loneliness, guilt, and selfhood.
Why this is here
Characterization labels: unlikeable protagonist · lonely protagonist · self-loathing · misanthropic · bitter · depressive · intellectual · moral conflict · voyeuristic · sexually driven · aged protagonist · socially isolated · gifted outsider · failed adult · jerk protagonist · self-destructive · unfulfilled · egocentric
Semantic match: ranked by characterization
Distance: 0.1543
A homeless man joins a skull-drilling experiment and starts seeing people’s hidden inner selves as grotesque forms.
Why this is here
Characterization labels: Unreliable protagonist · Morally ambiguous protagonist · Homeless protagonist · Socially alienated protagonist · Eccentric scientist · Shady medical student · Creepy antagonist · Unlikable protagonist · Compelling protagonist · Secretive protagonist
Semantic match: ranked by characterization
Distance: 0.1553
A lone survivor in a vampire-plague world fights each day for answers, sanity, and survival.
Why this is here
Characterization labels: isolated protagonist · antihero · alcoholic · scientific investigator · morally conflicted · depressed · stiff-legged protagonist · angry protagonist · sympathetic survivor
Semantic match: ranked by characterization
Distance: 0.1568
A lonely man receives a companion android and soon risks everything to help her become truly self-aware.
Why this is here
Characterization labels: lonely protagonist · depressed protagonist · awkward protagonist · caring protagonist · well-meaning protagonist · humanistic android · non-sentient companion · eccentric grandmother · supportive friends · secretive resistance members · android companion
Semantic match: ranked by characterization
Distance: 0.1582
