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Combine common axes
These books are ranked using the characterization labels extracted for The Test.
Characterization labels used: immigrant protagonist, family man, father, husband, dentist, likable protagonist, polite, morally pressured, resilient, ordinary person under pressure
This does not mean the books share the same plot, setting, quality, or difficulty. It means their characterization embeddings are close.
A reversible two-part novel follows two Asian migrants in past France and near-future Australia as racism and conformity tighten.
Why this is here
Characterization labels: immigrant protagonists · female protagonist · male protagonist · young woman · middle-aged man · bureaucrat · teacher · bureaucrat protagonist · ambitious wife · elderly mother · creepy neighbor · underconfident
Semantic match: ranked by characterization
Distance: 0.1368
A father races through a collapsing British city during a viral zombie outbreak to reach his young son first.
Why this is here
Characterization labels: ordinary man · protective father · fallible protagonists · strong female partner · likable characters · reluctant helper · average Joe · unfit protagonist
Semantic match: ranked by characterization
Distance: 0.1512
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: 0.1681
A young bureaucrat enters a ministry that collects and interprets citizens’ dreams to detect threats to the empire.
Why this is here
Characterization labels: young man · bureaucrat · docile protagonist · fearful protagonist · isolated protagonist · passive protagonist · uncomprehending outsider · powerful family scion
Semantic match: ranked by characterization
Distance: 0.1746
A 100-story, author-selected anthology tracing Bradbury’s career across sci-fi, fantasy, horror, and nostalgic human drama.
Why this is here
Characterization labels: ordinary people · children · families · parents · loners · outsiders · eccentric characters · human vulnerability · morally ambiguous characters
Semantic match: ranked by characterization
Distance: 0.1775
A man exposed to radiation begins shrinking daily, forcing him into a desperate fight for survival and selfhood.
Why this is here
Characterization labels: ordinary man · family man · middle-class man · unlikable protagonist · whiny protagonist · self-pitying protagonist · angry protagonist · prideful protagonist · resourceful survivor · beleaguered husband · father · adult reduced to childlike status · masculinity-in-question · dignity-stripped character
Semantic match: ranked by characterization
Distance: 0.1803
To save her dying boyfriend, Polly time-travels into a divided future and must survive while searching for him.
Why this is here
Characterization labels: naive protagonist · timid protagonist · independent woman · indentured worker · refugee figure · company employee · loving partner · reluctant survivor · passive protagonist
Semantic match: ranked by characterization
Distance: 0.1820
On the last night before the world ends, an ordinary couple faces apocalypse with quiet routine and each other.
Why this is here
Characterization labels: husband · wife · family unit · ordinary people · calm characters · pragmatic characters · accepting characters · unheroic protagonists · non-panicking adults · children · parental caretaking
Semantic match: ranked by characterization
Distance: 0.1822
The Tenth Doctor teams up with a Brooklyn dreamer as psychic horrors and a strange art-world mystery pull them through time.
Why this is here
Characterization labels: eccentric protagonist · charismatic protagonist · new companion · artist · aspiring artist · waitress · student · family pressure · resourceful · brave · curious · inquisitive · witty · lively · controlling father
Semantic match: ranked by characterization
Distance: 0.1828
A young colonist follows a forbidden road across a strange world to uncover the secrets behind his society.
Why this is here
Characterization labels: young male protagonist · curious protagonist · ordinary resident · cook · fugitive · resourceful · aging protagonist
Semantic match: ranked by characterization
Distance: 0.1830
Earth is ending, and one disabled young man with rare magic must survive brutal Trials and build a new home.
Why this is here
Characterization labels: young male protagonist · disabled protagonist · resourceful protagonist · reckless protagonist · vengeful protagonist · reluctant helper · grounded protagonist · lonely protagonist
Semantic match: ranked by characterization
Distance: 0.1843
After a child returns from clinical death changed, his father pursues a chilling link between dreams, science, and danger.
Why this is here
Characterization labels: infantile protagonist · passive protagonist · protective father · troubled parents · morally flawed adults · naive authorities · nonhuman antagonist
Semantic match: ranked by characterization
Distance: 0.1846
