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These books are ranked using the characterization labels extracted for La Révolution des fourmis.
Characterization labels used: rebellious student, teen ensemble, ant protagonist, explorer, queen, scientist figure, mentor figure, schematic characters, symbolic characters, polarized characterization
This does not mean the books share the same plot, setting, quality, or difficulty. It means their characterization embeddings are close.
A student’s oral exam for elite entry exposes a hidden history, an AI mystery, and a challenge to what it means to be human.
Why this is here
Characterization labels: teen protagonist · scholar · examiners · AI character · rebel hero · ruling elite · philosopher-rulers · outsider figure · intelligent protagonist
Semantic match: ranked by characterization
Distance: 0.1506
A teen in a time-looped future travels to uncover her parents’ fate and the truth behind the endless storm.
Why this is here
Characterization labels: teen protagonist · curious protagonist · science-minded character · resourceful heroine · thoughtful protagonists
Semantic match: ranked by characterization
Distance: 0.1550
In a ruined future where children vanish at fourteen, escaped teens join a mysterious AI-led resistance.
Why this is here
Characterization labels: teen protagonists · mysterious mentor · AI character · morally ambiguous guardian · rebellious youth · survivor protagonist · battle-hardened leader · eccentric character · cynical character · resourceful characters
Semantic match: ranked by characterization
Distance: 0.1645
A coerced teen enters a terrifying secret school where studying remakes reality, identity, and the self.
Why this is here
Characterization labels: teenage protagonist · gifted student · reluctant student · domineering mentor · scary teachers · morally grey characters · isolated protagonist · resilient heroine · authoritarian authority figures
Semantic match: ranked by characterization
Distance: 0.1700
Teen space trainees race to Europa and uncover deadly secrets, alien life, and a truth that could doom humanity.
Why this is here
Characterization labels: teen protagonists · selected candidates · astronaut trainees · strong female lead · admirable heroine · immature teens · smart heroine · renegade scientist · rogue scientist · antagonistic authority figures
Semantic match: ranked by characterization
Distance: 0.1702
A punished teen from a surveilled future is exiled to 1950s Wisconsin, where identity, love, and reality blur.
Why this is here
Characterization labels: teen protagonist · naive heroine · curious student · meek protagonist · passive protagonist · outsider · rebellious student · intelligent girl · controlled subject · love interest · authority figure · psychology instructor · exiled student
Semantic match: ranked by characterization
Distance: 0.1714
A mixed-species expedition reaches a failing terraformed colony where strange memories and shifting reality hide a larger truth.
Why this is here
Characterization labels: curious protagonist · observant child · teacher figure · AI character · explorer crew · colony outsider · grumpy AI · fractured self · sentient collective · anthropological observer · philosophical characters · problem-solver · mischievous intelligence
Semantic match: ranked by characterization
Distance: 0.1729
A late-blooming kid gets sent to Jedi school instead of pilot training and navigates friendship, bullies, and Force lessons.
Why this is here
Characterization labels: young protagonist · reluctant student · aspiring pilot · gifted potential · awkward kid · new kid · bullied student · artist · comic maker · supportive family · wise mentor · teacher figure · bully · love interest · best friend
Semantic match: ranked by characterization
Distance: 0.1784
A teen partially infected by a parasite struggles to stay human as a hidden alien threat spreads through his school.
Why this is here
Characterization labels: teen protagonist · nerdy student · do-gooder · coldening protagonist · more pragmatic · more violent · more tactical · sentient parasite · ambiguous antagonist · teacher parasite · new transfer student · investigative student · female classmate · government observers
Semantic match: ranked by characterization
Distance: 0.1796
Genetically changed children face quarantine, fear, and state control as their species nears adolescence.
Why this is here
Characterization labels: scientist protagonists · biologist · archaeologist · teen protagonist · parental protection · rebellious youth · exiled researchers · government officials · bounty hunters · persecuted underclass · posthuman children · likable characters
Semantic match: ranked by characterization
Distance: 0.1802
Two teens enter patients’ nightmares to cure fear, but a new case and hidden secrets threaten their fragile team.
Why this is here
Characterization labels: teen protagonists · scientist mentor · adopted child · amnesiac protagonist · disabled protagonist · brave · curious · secretive adults · troubled children
Semantic match: ranked by characterization
Distance: 0.1806
In a heartless dystopia, a teen artist who kept her heart must protect her emotions and resist conformity.
Why this is here
Characterization labels: teen protagonist · young artist · outcast · steadfast heroine · sweet protagonist · morally resistant · classmate with secret · Scientist figure · family tension · creative protagonist
Semantic match: ranked by characterization
Distance: 0.1824
