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Combine common axes
These books are ranked using the characterization labels extracted for Saving the World and Other Extreme Sports.
Characterization labels used: sarcastic heroine, witty narrator, teen rebel, reluctant leader, parent-figure leader, flawed love interest, loyal friend, troubled boy, genetically engineered children, talking dog, evil scientists, robotic antagonists, angsty character
Focused on “character growth” 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 teenage time traveler is swept into 18th-century missions, secrets, and a chaotic romance that keeps shifting under her feet.
Why this is here
Characterization labels: teen heroine · reluctant hero · love interest · sarcastic narrator · immature protagonist · arrogant suitor · comic sidekick · supportive best friend · secretive authority figures · antagonistic relatives · competent companion
Semantic match: ranked by characterization
Distance: 0.1230
Genetically engineered winged teens go to school, dodge enemies, and uncover more of the secret behind their origins.
Why this is here
Characterization labels: sarcastic heroine · female leader · teen protagonist · mutant children · protective older sister · jealousy · immature teens · talking dog · villain clone · morally gray adults · blind character · comic relief · evolving powers
Semantic match: ranked by characterization
Distance: 0.1236
Max and her flock dive into a Hawaiian underwater crisis to rescue her mother and confront a hidden threat.
Why this is here
Characterization labels: teen leader · admirable heroes · sarcastic protagonist · tough heroine · child prodigy · creepy child · talking animal · villainous mastermind · despicable villains · overprotective parent · activist parent · reluctant leader · bratty child · team ensemble
Semantic match: ranked by characterization
Distance: 0.1363
A reluctant teen’s family vacation turns into a strange survival quest on an island with deadly secrets.
Why this is here
Characterization labels: rebellious teen · reluctant traveler · protective mother · geeky dad · strong mother · little sister · animal-loving child · family unit · flawed characters · resourceful characters · capable characters · teen angst · character growth · redemption arc · supportive sibling
Semantic match: ranked by characterization
Distance: 0.1720
A teenage survivor of killer rain hunts for her family and stumbles into an army secret that could change everything.
Why this is here
Characterization labels: teen protagonist · sarcastic narrator · self-centered teen · vain heroine · immature protagonist · character growth · brave heroine · resourceful survivor · love interest · supporting misfits · mute child · fugitive heroine
Semantic match: ranked by characterization
Distance: 0.1729
A Muslim teen in a near-future America is taken to an internment camp and helps spark resistance from inside.
Why this is here
Characterization labels: teen protagonist · rebellious heroine · reluctant leader · angry narrator · risk-taking · idealistic · cartoonish villain · guards · loyal friends · cautious parents · collaborators
Semantic match: ranked by characterization
Distance: 0.1465
A teen empath must hunt a dangerous enemy while time fractures worsen and his own powers expand.
Why this is here
Characterization labels: bad boy · empath · teen protagonists · snarky narrator · sarcastic · flirtatious · vulnerable beneath exterior · brooding · playboy · fierce heroine · smart-mouth · complex character · character growth · jealous · protective
Semantic match: ranked by characterization
Distance: 0.1805
A teen who sees impossible things fears she's losing her mind, until a secretive boy suggests the danger is real.
Why this is here
Characterization labels: teen heroine · outcast protagonist · popular boy · reluctant hero · sarcastic voice · relatable heroine · insecure teen · believable teens · mysterious male lead · present parents · troubled sibling · mentally distressed protagonist
Semantic match: ranked by characterization
Distance: 0.1585
A teenage colonist retells a familiar interstellar crisis from her own perspective, revealing the parts only she saw.
Why this is here
Characterization labels: teen heroine · sarcastic voice · smart protagonist · coming of age · strong female lead · adopted child · protective caretakers · alien protectors · witty character
Semantic match: ranked by characterization
Distance: 0.1618
In a thought-broadcasting colony world, a teen boy and a stranded girl are pulled into war, secrets, and uneasy alliances.
Why this is here
Characterization labels: teen protagonist · naive hero · brave heroine · illiterate protagonist · morally conflicted · emotionally intense · manipulative villain · psychopathic antagonist · self-righteous zealot · surrogate parent · talking animal · young leaders
Semantic match: ranked by characterization
Distance: 0.1659
A teen hero races across a ruined world to stop humans and Partials from wiping each other out.
Why this is here
Characterization labels: teen heroine · strong heroine · chosen one trope · moral protagonist · leader figure · brave character · humorous side character · complex side characters · conflicted character
Semantic match: ranked by characterization
Distance: 0.1659
A kidnapped bride is trapped in a shifting jungle palace, where strange rooms and buried family secrets complicate escape.
Why this is here
Characterization labels: witty heroine · teenage heroine · sarcastic narrator · passive protagonist · curious protagonist · whiny heroine · aloof love interest · complex love interest · reclusive prince · mechanical servants · clockwork beings
Semantic match: ranked by characterization
Distance: 0.1670
