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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 “admirable heroes” 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.
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 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
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 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
A fugitive flock of winged teens heads west, facing betrayal, destiny, and a looming secret plan.
Why this is here
Characterization labels: teen protagonists · found family · leader burden · reluctant leader · protective heroine · talkative side characters · betrayer · traitor · child experiment · creepy child · mad scientist · brooding love interest · annoyed rival
Semantic match: ranked by characterization
Distance: 0.1679
On the run and hunted, Lyric must rescue her loved ones and stop a second wave of invasion before it's too late.
Why this is here
Characterization labels: strong female lead · teen protagonist · reluctant leader · badass heroine · stubborn protagonist · whiny protagonist · annoying protagonist · snarky sidekick · protective friend · alpha prince · villain CEO · powerful hybrid children
Semantic match: ranked by characterization
Distance: 0.1688
A memory-perfect teen must stop a thief stealing lives—while her own memories begin to vanish.
Why this is here
Characterization labels: teen protagonist · female lead · genetically enhanced · smart heroine · flawed heroine · growth arc · love interest · supportive boy · preacher's son · protective lead · morally grounded
Semantic match: ranked by characterization
Distance: 0.1708
