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These books are ranked using the characterization labels extracted for The Infernal Desire Machines of Doctor Hoffman.
Characterization labels used: indifferent protagonist, low-ranking clerk, outsider protagonist, mad scientist, cold genius villain, rationalist minister, unwilling hero, idealized love object, cynical protagonist
This does not mean the books share the same plot, setting, quality, or difficulty. It means their characterization embeddings are close.
In a genetically perfect future, an ostracized woman accepts a new body from a mysterious benefactor with hidden motives.
Why this is here
Characterization labels: ugly protagonist · disabled protagonist · social outsider · beautiful antagonist · mad scientist · manipulative mentor · wealthy elite · ambiguous heroine · psychologically isolated · morally compromised
Semantic match: ranked by characterization
Distance: 0.1146
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: 0.1191
A cursed doctor is chased across empires by a dead boy’s shadow, gaining a dangerous gift for reading truths.
Why this is here
Characterization labels: cowardly protagonist · morally compromised protagonist · unlikable protagonist · spy · doctor · truth-speaker · haunted figure · observer protagonist · flawed hero · emotionally detached protagonist
Semantic match: ranked by characterization
Distance: 0.1249
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: 0.1288
An Antarctic SETI disaster launches a cross-time chase into Kant, AI, and the limits of human reality.
Why this is here
Characterization labels: scientist protagonist · disfigured protagonist · alcoholic protagonist · unlikable protagonist · obsessed philosopher · surly character · practical character · AI character · shadowy institute · traumatized survivor
Semantic match: ranked by characterization
Distance: 0.1304
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: 0.1307
A wealthy collector buys alien pets for amusement, only to provoke a terrifying rise of worship, war, and revenge.
Why this is here
Characterization labels: unlikeable protagonist · villain protagonist · wealthy businessman · jaded protagonist · narcissistic · sadistic · egomaniac · cruel · detestable · god complex · flawed character · psychopathic
Semantic match: ranked by characterization
Distance: 0.1338
Two classic Wells novellas: one sends a scientist into a distant human future; the other unleashes a dangerous invisibility experiment.
Why this is here
Characterization labels: unnamed scientist · mad scientist · ambitious scientist · curious investigator · unlikable protagonist · irreverent protagonist · unsympathetic antagonist
Semantic match: ranked by characterization
Distance: 0.1343
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: 0.1388
A disgraced physicist is thrust into a bizarre multiverse quest after an inheritance unlocks reality-bending secrets.
Why this is here
Characterization labels: disgraced scientist · bumbling protagonist · anti-hero · clueless protagonist · pathetic hero · eccentric supporting cast · unlikeable characters · archetypal supporting characters
Semantic match: ranked by characterization
Distance: 0.1396
A woman chasing her missing father is pulled into a dual-timeline mystery linking Wikipedia edits, Vienna academics, and time travel.
Why this is here
Characterization labels: quirky protagonist · introverted protagonist · self-reliant protagonist · brilliant mathematician · closeted gay man · academics · intellectuals · unlikeable antagonist · complex villain · messy characters · flawed characters · highly educated characters · reclusive parent
Semantic match: ranked by characterization
Distance: 0.1399
A debt-ridden man takes a dream-auditing job that promises relief, but work, morality, and reality start to blur.
Why this is here
Characterization labels: naive protagonist · debt-ridden protagonist · people pleaser · anxious protagonist · passive protagonist · unreliable protagonist · likable loser · ordinary man · frustrating protagonist · flawed hero · bumbling idiot · earnest protagonist · self-deluding
Semantic match: ranked by characterization
Distance: 0.1404
