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These books are ranked using the characterization labels extracted for De engelenmaker.
Characterization labels used: mad scientist, genius, outsider, asocial, emotionally detached, ambitious, obsessive, traumatized, misunderstood genius, frustrated, childhood trauma, morally rigid, cold parent
This does not mean the books share the same plot, setting, quality, or difficulty. It means their characterization embeddings are close.
A brother descends to a deep-sea research station amid a memory plague and finds the cure may be worse than the disease.
Why this is here
Characterization labels: genius scientist · estranged brother · veterinarian protagonist · damaged protagonist · sociopathic scientist · brilliant but unhinged · sympathetic hero · unlikeable character · childhood trauma · traumatized adult
Semantic match: ranked by characterization
Distance: 0.1323
A fertility doctor secretly engineers a genius child, then watches his experiment grow into a terrifying threat.
Why this is here
Characterization labels: mad scientist · obsessed scientist · geneticist · doctor protagonist · scientist father · anxious mother · child prodigy · evil genius · sociopathic child · emotionless child · naive protagonist · high-strung characters
Semantic match: ranked by characterization
Distance: 0.1418
A scientist’s severed head remains alive, pulling an assistant into a dangerous web of experimentation and betrayal.
Why this is here
Characterization labels: mad scientist · cunning adversary · brilliant scientist · young assistant · nurse · scientific rival · coerced subject · moral witness · evil mastermind · victimized genius
Semantic match: ranked by characterization
Distance: 0.1542
A scientist creates life from dead matter, then faces the human and moral consequences of abandoning his creation.
Why this is here
Characterization labels: ambitious scientist · mad scientist · brilliant fool · obsessive seeker · self-centered · cowardly · melancholic · sympathetic creature · articulate creature · noble monster · isolated outsider · tragic antihero
Semantic match: ranked by characterization
Distance: 0.1550
A reclusive scientist makes himself invisible, only to spiral into fear, crime, and violent ruin.
Why this is here
Characterization labels: arrogant protagonist · mad scientist · genius gone wrong · alienated outsider · antisocial · violent · selfish · narcissistic · unreliable sympathy · bullying · paranoid · mentally unstable · reclusive
Semantic match: ranked by characterization
Distance: 0.1554
A split-timeline Warhammer tale shows how a gifted primarch's past and present wars forged his tragic fall.
Why this is here
Characterization labels: tragic genius · prodigy · brooding · petulant · insecure · paranoid · rationalist · logical · strategic genius · volatile temper · martyr complex · isolated · self-sabotaging · perfectionist · underappreciated · tyrant · anthropomorphic superhuman
Semantic match: ranked by characterization
Distance: 0.1588
In a near-future memory-tech world, a bullied genius gets pulled into a dangerous, obsessive MM romance.
Why this is here
Characterization labels: genius · nerdy · awkward · clumsy · bullied · insecure · self-deprecating · dominant · obsessive · possessive · caretaking · masked figure · protective · traumatized
Semantic match: ranked by characterization
Distance: 0.1679
A genius street child is recruited into Battle School, where his hidden role reshapes a familiar war story.
Why this is here
Characterization labels: genius child · child prodigy · orphan · street kid · small stature · survivor · strategist · analytical mind · calculating · ambitious · relatable outsider · foil · rival · loner · strong-willed · cold intelligence · gifted child · child commander
Semantic match: ranked by characterization
Distance: 0.1747
Mary Shelley’s classic is reimagined as a lush graphic adaptation, blending abridged text with eerie, detailed illustrations.
Why this is here
Characterization labels: mad scientist · monstrous creation · sympathetic monster · tragic antihero · cynical protagonist · abandoned child figure · obsessive creator
Semantic match: ranked by characterization
Distance: 0.1765
A disfigured scientist builds a lifelike mask and discovers it may free, split, or destroy his sense of self.
Why this is here
Characterization labels: Scientist protagonist · Disfigured protagonist · Mad scientist · Unstable narrator · Isolated outsider · Obsessive thinker · Self-analytical · Morally ambiguous · Alienated husband · Psychologically damaged · Sexually driven · Deceptive self · Cynical observer
Semantic match: ranked by characterization
Distance: 0.1789
A feared mafia scientist and a royal racer ignite a forbidden, obsessive romance that tests loyalty, trauma, and power.
Why this is here
Characterization labels: mad scientist · butcher · royal · racer · medical student · murderous · morally gray · obsessive · possessive · protective · tender · unhinged · traumatized · vulnerable · socially awkward · blunt · manipulative · petty · loyal · self-sacrificing · dissociative · psychotic · masochistic · sadistic · wildcard
Semantic match: ranked by characterization
Distance: 0.1800
A lonely child genius is groomed for villainy at a secret academy, then starts questioning who he is and who to trust.
Why this is here
Characterization labels: child genius · teen prodigy · loner · outsider · hacker · manipulative · morally ambiguous · cold protagonist · sarcastic · socially isolated · criminal mentor · psychologist mentor · evil mastermind · disguise teacher · disability representation
Semantic match: ranked by characterization
Distance: 0.1815
A dark graphic adaptation of Frankenstein follows a scientist’s fatal experiment and the abandoned creature it unleashes.
Why this is here
Characterization labels: obsessive scientist · tragic creature · abandoned creation · frustrated creator · sympathetic monster · victim-villain tension · articulate creature · frustrating protagonist
Semantic match: ranked by characterization
Distance: 0.1822
A bullied child genius enters a school for gifted kids and uncovers a terrifying experiment hiding behind its walls.
Why this is here
Characterization labels: gifted child · child genius · bullied child · outcast · sensitive child · single mother · struggling parent · evil scientist · manipulative adult · authority figure abuse · peer friendship · twin characters · child protagonist · young teen protagonist · relatable children
Semantic match: ranked by characterization
Distance: 0.1823
Doctor Doom recounts his tragic path from gifted boy to masked tyrant in a dark, self-mythologizing origin tale.
Why this is here
Characterization labels: arrogant genius · mysterious villain · sympathetic villain · tyrant · megalomaniac · tragic figure · cold personality · obsessive personality · narcissistic · proud · tortured soul · scientist · sorcerer · ruler
Semantic match: ranked by characterization
Distance: 0.1841
A man with an intellectual disability undergoes an experiment that transforms his mind, then forces him to face the cost.
Why this is here
Characterization labels: slow learner · genius arc · kindhearted · naive · socially vulnerable · emotionally aware · isolated · childlike innocence · intellectually gifted · scientists · laboratory mouse
Semantic match: ranked by characterization
Distance: 0.1844
A super-strong man’s life unfolds as he searches for belonging while society fears the gift that sets him apart.
Why this is here
Characterization labels: superhuman protagonist · alienated outsider · angsty protagonist · morally conflicted · idealistic protagonist · gifted child · scientist father · biologist father · unethical scientist · overpowered protagonist · relatable outsider · emotionally isolated · intelligent protagonist · arrogant protagonist · self-interested protagonist · sensitive protagonist
Semantic match: ranked by characterization
Distance: 0.1852
A brilliant young scientist in a virus-ravaged compound falls for an infected survivor while questioning the system she serves.
Why this is here
Characterization labels: brilliant young scientist · young researcher · eidetic memory · social anxiety · timid heroine · selfless heroine · idealistic · broody love interest · angry love interest · stubborn love interest · hostile subject · sadistic supervisor · headstrong · resilient
Semantic match: ranked by characterization
Distance: 0.1852
A scientist’s drive to create life leads to an abandoned creation, tragic consequences, and a search for meaning.
Why this is here
Characterization labels: scientist protagonist · obsessive genius · hubristic man · misunderstood creature · intelligent being · lonely outsider · morally ambiguous · tragic figure · irresponsible creator
Semantic match: ranked by characterization
Distance: 0.1863
As a vast war march closes on apocalypse, rulers, seekers, and exiles confront ruin, mystery, and dark revelation.
Why this is here
Characterization labels: antiheroic · morally compromised · manipulative · obsessed · powerful · godlike · mad · traumatized · inhuman · philosophical · child antagonist · wounded seeker · ruthless
Semantic match: ranked by characterization
Distance: 0.1870
A genius Tech-Priest leads a dead-world expedition into buried xenos secrets while past and present collide.
Why this is here
Characterization labels: genius protagonist · mad scientist · arrogant protagonist · eccentric scientist · charismatic antihero · heretical thinker · loner genius · tortured backstory · stoic warriors · transhuman characters · divisive protagonist
Semantic match: ranked by characterization
Distance: 0.1892
A lone survivor crosses a ruined world, then finds a feral girl and must decide what it means to survive and become Mother.
Why this is here
Characterization labels: loner · outcast · introvert · survivor · practical · aloof · unlikeable protagonist · feral child · traumatized child · engineer · scientist · fixer · caretaker · maternal ambivalence · resilient · curious child · socially detached
Semantic match: ranked by characterization
Distance: 0.1910
A dark five-issue origin story traces Thanos from alienated child to cosmic monster obsessed with Death.
Why this is here
Characterization labels: genius · socially awkward · outcast · loner · psychopath · sociopath · serial killer · sadistic · apathetic · nihilistic · unrepentant · intelligent villain · monster origin · emotionally damaged · morally irredeemable · antagonist focus
Semantic match: ranked by characterization
Distance: 0.1923
A grieving couple turns to designer-baby science to avoid another genetic tragedy, only to face terrifying consequences.
Why this is here
Characterization labels: naive parents · grieving couple · maverick scientist · scientific parent · creepy children · religious fanatic · ambitious scientist · unlikeable protagonists · cold antagonist · highly intelligent children
Semantic match: ranked by characterization
Distance: 0.1929
