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Combine common axes
These books are ranked using the characterization labels extracted for Pedro the Vast.
Characterization labels used: single father, widower, working-class protagonist, farm worker, logging worker, mycologist, priest, child caretaker, abandoned children, reluctant prophet, cult figure, scientific observer, predictive child, fragile adult authority, community witness
Focused on “programmer” where exact label matches exist.
This does not mean the books share the same plot, setting, quality, or difficulty. It means their characterization embeddings are close.
A laid-off expat in Thailand is pulled into a mystery when monuments from the future appear, warning of a coming conqueror.
Why this is here
Characterization labels: flawed protagonist · slacker · expat · divorced father · programmer · observer protagonist · reluctant investigator · ordinary man · family man · scientist · cult follower · warlord · antihero
Semantic match: ranked by characterization
Distance: 0.2456
In a city where lying is impossible, one father risks everything to learn deception and save his dying son.
Why this is here
Characterization labels: everyman protagonist · father · loving parent · truth-conditioned citizen · rule-abiding conformist · artist-censor · dissembler · terminally ill child · pragmatic spouse · desperate seeker
Semantic match: ranked by characterization
Distance: 0.2226
After a solar storm wipes out modern power, an Amish farmer’s diary tracks faith, survival, and pressure from desperate outsiders.
Why this is here
Characterization labels: Amish farmer · father · husband · community leader · pacifist · devout · thoughtful · reflective · gentle · oracle daughter · epileptic daughter · prophetic child · caregiver father · craftsman · woodworker · respectable patriarch · nonviolent protagonist
Semantic match: ranked by characterization
Distance: 0.2310
A storm strands a father and son in a supermarket as a strange mist brings terrifying creatures and social collapse.
Why this is here
Characterization labels: family man · protective father · young child · religious zealot · small-town locals · survivor group · leader figure · cowardice · mob mentality · believable characters
Semantic match: ranked by characterization
Distance: 0.2315
A surveyor hears how a rural farm was slowly blighted by a meteorite carrying an indescribable alien color.
Why this is here
Characterization labels: farm family · stoic farmer · surveyor · aged survivor · scientists · local witnesses · doomed family · rural community
Semantic match: ranked by characterization
Distance: 0.2347
A war-displaced family is moved to a transparent city where safety, comfort, and happiness come with total loss of privacy.
Why this is here
Characterization labels: humble narrator · simple man · farm worker · family man · cautious protagonist · adaptable protagonist · unnamed wife · named children · mute child · soldier sons · resigned characters
Semantic match: ranked by characterization
Distance: 0.2356
A dying father becomes a census taker and takes one last northward road trip with his adult son, facing love, loss, and mystery.
Why this is here
Characterization labels: widower · terminally ill father · doctor · surgeon · adult son · Down syndrome (son) · grieving parent · caregiving parent · nameless characters · moral observer
Semantic match: ranked by characterization
Distance: 0.2357
A widow’s return to her childhood town turns sinister when insect attacks and disappearances point to a hidden horror.
Why this is here
Characterization labels: widow · single mother · teenage daughter · young child · farmer · scientist · doctor · deputy · antagonist · outsider teen · incompetent adults
Semantic match: ranked by characterization
Distance: 0.2376
A grieving widow in 1997 Australia is pulled between science, mysticism, and a comet-fueled search for justice.
Why this is here
Characterization labels: young widow · grieving protagonist · funeral home worker · astronomer · mystic · cult leader · mother-in-law · sympathetic protagonist · flawed characters · obsessive · charismatic · brooding
Semantic match: ranked by characterization
Distance: 0.2390
A hybrid essay-and-novella response to Orwell that critiques 1984 and imagines a harsher, union-dominated Britain.
Why this is here
Characterization labels: intellectual protagonist · disillusioned worker · teacher turned laborer · father · social critic · polemicist · minority youth gangs · political outsider
Semantic match: ranked by characterization
Distance: 0.2395
A global experiment goes wrong, sending everyone 25 years into the past with memories intact and humanity on the brink.
Why this is here
Characterization labels: scientist · writer · physicist · serial killer · priest · religious leader · genius child · murder victim · likable protagonist · flat characters · strong characters · young body, adult mind
Semantic match: ranked by characterization
Distance: 0.2414
A solar flare cripples modern life in a Texas town, forcing one mother, her old love, and their neighbors to survive.
Why this is here
Characterization labels: single mother · diabetic child · protective parent · leadership role · childhood sweetheart · widow · novelist · neighbor · logical male lead · community leader · faithful characters · resourceful survivors
Semantic match: ranked by characterization
Distance: 0.2414
