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These books are ranked using the characterization labels extracted for Vector.
Characterization labels used: forensic pathologists, medical examiners, doctor protagonist, antihero villain, disgruntled immigrant, white supremacist antagonists, neo-Nazi antagonists, far-right militants, sarcastic protagonist, workaholic, villain depth
This does not mean the books share the same plot, setting, quality, or difficulty. It means their characterization embeddings are close.
A surgeon’s quest to confront his father’s killer collides with a Europe-wide murder conspiracy and a hidden apocalyptic plot.
Why this is here
Characterization labels: doctor protagonist · detective · homicide detective · surgeon protagonist · avenging hero · likeable good guys · villainous mastermind · fascist organization · neo-Nazi villains · believable characters · ruthless assassin · grizzled detective
Semantic match: ranked by characterization
Distance: 0.1539
After a mutant nation crisis, the Quiet Council’s shifting alliances, secrets, and prophecies drive a rotating-POV power play.
Why this is here
Characterization labels: villain protagonists · problematic characters · antiheroes · schemers · political operators · powerful elites · character study · moral ambiguity · charismatic villain · complex ensemble
Semantic match: ranked by characterization
Distance: 0.1637
A burned-out time salvager breaks the rules by rescuing a woman from the past, triggering a deadly chase across eras.
Why this is here
Characterization labels: antihero · burnt-out protagonist · flawed hero · alcoholic protagonist · cynical protagonist · troubled scientist · rigid enforcer · corrupt executive · snarky elder · convicted criminal · haunted protagonist · unlikable lead · competent operative
Semantic match: ranked by characterization
Distance: 0.1676
A doctor in an asylum follows patient accounts into a disturbing mystery that may reveal madness, truth, or both.
Why this is here
Characterization labels: doctor protagonist · asylum worker · patients · mentor figure · unreliable protagonist · investigator
Semantic match: ranked by characterization
Distance: 0.1679
A meta-aware Deadpool turns on the Marvel Universe after realizing everyone’s trapped in fiction.
Why this is here
Characterization labels: antihero · mercenary · unstable protagonist · violent protagonist · sarcastic protagonist · meta-aware character · psychiatrically manipulated · calculating killer · insane persona · villainous use of hero
Semantic match: ranked by characterization
Distance: 0.1700
A dying doctor’s life unfolds backward, exposing a reversed world whose logic turns Holocaust horror inside out.
Why this is here
Characterization labels: doctor · Nazi doctor · war criminal · medical professional · conscience narrator · doppelganger · split personality · antihero · unlikable protagonist · moral corruption · identity change · hiding fugitive · aged protagonist · childhood-to-adulthood arc
Semantic match: ranked by characterization
Distance: 0.1736
A damaged hero returns to a ravaged fantasy realm and, with a doctor’s help, must confront a new curse and old despair.
Why this is here
Characterization labels: antihero · flawed hero · self-loathing · guilt-ridden · reluctant leader · traumatized doctor · strong female lead · morose protagonist · redemption arc · insecure protagonist · complex protagonist · new companion · enigmatic character
Semantic match: ranked by characterization
Distance: 0.1737
A NYC medical examiner investigates a sudden death tied to transplantation, gene editing, and a feared outbreak.
Why this is here
Characterization labels: medical examiner · forensic pathologist · sarcastic protagonist · unlikeable protagonist · whiny protagonist · self-centered protagonist · brilliant investigator · boss-wife dynamic · bossy wife · wealthy businessman · villainous scientist · stiff characters · wooden characters · cartoonish villains · family-strained protagonist
Semantic match: ranked by characterization
Distance: 0.1750
A medieval inquisitor’s rise collides with modern science and a far-future voyage in a three-timeline genre mashup.
Why this is here
Characterization labels: antihero · villain protagonist · cruel protagonist · intelligent protagonist · spietato · fanatical · cold · arrogant · inquisitorial authority · scientist protagonist · deplorable character
Semantic match: ranked by characterization
Distance: 0.1755
A vengeance-driven assassin crosses a lawless galaxy to unmask and kill the first of five hidden criminal masterminds.
Why this is here
Characterization labels: antihero · assassin · trained killer · ultra-competent protagonist · single-minded protagonist · philosophical protagonist · criminal mastermind · alien villain · master of disguise · henchmen · wise mentor · capable hero · dark side
Semantic match: ranked by characterization
Distance: 0.1774
A violent prospector on a colony world flees a killing, then stumbles into an alien secret that turns him into prey.
Why this is here
Characterization labels: antihero · unlikable protagonist · misanthrope · violent protagonist · macho protagonist · flawed hero · sociopathic streak · criminal protagonist · prospector · murderer · self-destructive · redemption arc · character study · alien perspective mirror
Semantic match: ranked by characterization
Distance: 0.1793
An exiled gonzo journalist keeps fighting a corrupt president while uncovering the city’s darkest social truths.
Why this is here
Characterization labels: gonzo journalist · antihero · cynical protagonist · angry protagonist · profane protagonist · relentless truth-seeker · morally driven antihero · physically deteriorating protagonist · supportive assistants · authoritarian president · corrupt officials
Semantic match: ranked by characterization
Distance: 0.1820
