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Combine common axes
These books are ranked using the characterization labels extracted for World Made by Hand.
Characterization labels used: handyman protagonist, former executive, town mayor, community leaders, feudal bosses, religious leader, criminal leader, cult figures, male-centered cast, flat characters, wooden characters, complex narrator, everyman hero, strongman antagonist, scarcity survivors
This does not mean the books share the same plot, setting, quality, or difficulty. It means their characterization embeddings are close.
In a future ruled by lottery, a disaffected worker is pulled into a deadly struggle over who controls the world.
Why this is here
Characterization labels: everyman protagonist · disaffected worker · deposed ruler · new ruler · cult follower · telepaths · android assassin · corrupt elites · paranoid society
Semantic match: ranked by characterization
Distance: 0.2105
A career-spanning Richard Matheson anthology of short, twisty horror, sci-fi, and suspense stories.
Why this is here
Characterization labels: everyman protagonists · ordinary people · older men · young woman protagonist · couple protagonists · authority figures · psychopathic antagonist · helpless protagonist · morally pressured characters
Semantic match: ranked by characterization
Distance: 0.2121
A signal from deep space gives humanity shocking knowledge, forcing scientists and leaders to confront secrecy, faith, and power.
Why this is here
Characterization labels: bureaucrat protagonist · scientists · politicians · religious figures · military leaders · administrators · wooden characters · cardboard characters · underdeveloped characters · believable characters · everyman protagonist · workaholic · faith-wavering priest
Semantic match: ranked by characterization
Distance: 0.2127
A clone laborer on a dangerous colony mission discovers he’s not the only version of himself still alive.
Why this is here
Characterization labels: everyman protagonist · slacker · reluctant volunteer · sarcastic narrator · inept protagonist · relatable protagonist · traumatized protagonist · clueless protagonist · character-driven
Semantic match: ranked by characterization
Distance: 0.2155
In a modern cultivation world where qi is money, a poor young fighter struggles to protect his sick sister.
Why this is here
Characterization labels: everyman protagonist · hard-working protagonist · good-hearted protagonist · protective sibling · relatable protagonist · resourceful lead · proactive lead · underdog hero
Semantic match: ranked by characterization
Distance: 0.2171
An ordinary man races through an alien invasion to find his wife, survive Earth’s fall, and maybe save everyone.
Why this is here
Characterization labels: everyman protagonist · reluctant hero · sarcastic protagonist · stubborn protagonist · resourceful protagonist · grieving protagonist · mature growth arc · found leader · sentient weapon character · silent alien companion · ragtag survivors · memorable side characters
Semantic match: ranked by characterization
Distance: 0.2221
A small-town health inspector uncovers a deadly slug infestation that turns sewers, cellars, and streets into a gore-soaked nightmare.
Why this is here
Characterization labels: everyman hero · health inspector · museum curator · sewage worker · council official · supporting-cast deaths · functional characters · bland characters · thin characterization · broad backstories
Semantic match: ranked by characterization
Distance: 0.2233
A broke Los Angeles renter uncovers bizarre secrets in a cheap apartment building and joins neighbors in the investigation.
Why this is here
Characterization labels: everyman protagonist · underemployed · broke · directionless · curious protagonist · ensemble cast · quirky neighbors · relatable characters · sarcastic character · tech-savvy character · eccentric characters · character-driven mystery · leader arc · ordinary people
Semantic match: ranked by characterization
Distance: 0.2250
A remote Anishinaabe community faces blackout, winter scarcity, and outsider pressure while rediscovering old ways to endure.
Why this is here
Characterization labels: young family · informal leader · elder wisdom · community leader · outsider antagonist · survivalist · everyman protagonist · resourceful hunter · cultural custodian
Semantic match: ranked by characterization
Distance: 0.2256
A broken-legged government adviser journals his way through London’s zombie evacuation as supplies fail and secrets surface.
Why this is here
Characterization labels: everyman protagonist · injured protagonist · civilian survivor · government insider · political adviser · bureaucratic protagonist · self-deprecating voice · intelligent
Semantic match: ranked by characterization
Distance: 0.2260
A government agent is genetically upgraded against his will and must stop a plan to alter humanity itself.
Why this is here
Characterization labels: everyman hero · government agent · scientist protagonist · family man · complicated protagonist · guilt-ridden · reluctant hero · genius mother · upgraded protagonist
Semantic match: ranked by characterization
Distance: 0.2269
In a future Earth ruled by psychic and superintelligent elites, an ordinary laborer gets pulled into revolt and alien intervention.
Why this is here
Characterization labels: everyman protagonist · working-class protagonist · despotic ruler · telepathic ruler · supergenius elites · underclass outsider · revolutionary leader · messianic figure · scheming villain · feisty young woman
Semantic match: ranked by characterization
Distance: 0.2285
