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Combine common axes
These books are ranked using the characterization labels extracted for Caged.
Characterization labels used: teen heroine, psychic heroine, injured protagonist, whiny heroine, strong-willed teen, seeking identity, emotionally conflicted, morally conflicted, secretive authority, manipulative leadership, love interest rivals, best friend ally, ex-boyfriend, protective guardian, strong cast
This does not mean the books share the same plot, setting, quality, or difficulty. It means their characterization embeddings are close.
A traumatized plane-crash survivor begins seeing visions and uncovers a supernatural mystery tied to two boys and her own identity.
Why this is here
Characterization labels: traumatized heroine · teen girl · orphaned protagonist · strong-willed heroine · unreliable narrator · socially withdrawn · brave · clever · loyal · cautious · shy · mysterious love interest · best friend love interest · mentor therapist
Semantic match: ranked by characterization
Distance: 0.1406
Max Mayfield revisits her pre-Hawkins past and season 2 events through her own eyes, deepening the family trauma.
Why this is here
Characterization labels: strong-willed heroine · spunky heroine · teen girl · brooding teen · abusive brother · abusive stepfather · difficult mother · absent father · complicated sibling · character study · emotional depth · relatable struggles · rebel teen · protective friend · bullied protagonist
Semantic match: ranked by characterization
Distance: 0.1444
A teen time-travel agent trains with a secret CIA division while dangerous alternate timelines and a lost love close in.
Why this is here
Characterization labels: teen agent · damaged hero · trained operative · gifted protagonist · emotionally guarded · matured protagonist · morally burdened · trust issues · secretive cast · strong female leads · abrasive female lead · bickering teammates · enigmatic child · vulnerable hero · competent protagonist
Semantic match: ranked by characterization
Distance: 0.1474
In Cold War Soviet Russia, a teen psychic is forced into a KGB spy program and must protect her family and freedom.
Why this is here
Characterization labels: strong female protagonist · resourceful heroine · survivor · stubborn heroine · morally pressured protagonist · teen psychics · brooding boy · friendly boy · mysterious boy · ensemble cast · teenage spies · gifted youth · family-driven
Semantic match: ranked by characterization
Distance: 0.1530
A teen survivor team leaves refuge to seek supplies and answers in a dangerous post-apocalyptic world, amid rivalries and a love triangle.
Why this is here
Characterization labels: teen protagonists · brave heroine · capable heroine · rival male leads · protective love interest · hilarious side character · reluctant trust · character growth · trauma shaped · resilient teens
Semantic match: ranked by characterization
Distance: 0.1542
A psychic teen helping test children in a controlled city uncovers secrets that could cost her love, safety, and trust.
Why this is here
Characterization labels: strong female lead · angsty teen · whiny protagonist · stubborn protagonist · mind-reading heroine · psychic heroine · love interest · corrupt authority figure · mysterious director · traitor reveal · character growth · trust issues
Semantic match: ranked by characterization
Distance: 0.1546
A runaway teen wakes between Earth and a hidden world, where her secret power could save—or doom—both realities.
Why this is here
Characterization labels: strong heroine · fierce heroine · spunky heroine · chosen one · runaway teen · orphaned protagonist · protective brother · telekinetic heroine · secret power · feminine anomaly · angsty teen · fierce female lead · morally conflicted heroine
Semantic match: ranked by characterization
Distance: 0.1556
A teen with rare psychic powers trains to kill her parents’ murderer while her loyalty is split by romance, secrets, and war.
Why this is here
Characterization labels: strong female lead · teen heroine · mentally powerful protagonist · vengeful protagonist · whiny protagonist · reluctant killer · train-to-kill · flawed heroine · brooding love interests · bad boy love interest · sarcastic teammate · gay side character · protective mentor · unreliable boyfriend
Semantic match: ranked by characterization
Distance: 0.1579
A teen girl dreads the day her society brands sixteen-year-olds as sexually available, then uncovers family secrets and a dangerous conspiracy.
Why this is here
Characterization labels: teen heroine · reluctant protagonist · strong-willed heroine · protective older sister · best friend contrast · mysterious love interest · abusive stepfather · supportive grandparents · resistance member · rebel girl
Semantic match: ranked by characterization
Distance: 0.1583
In a faction-divided future, a teen's impossible choices pull her into rebellion, secrets, romance, and loss.
Why this is here
Characterization labels: strong female lead · flawed protagonist · reckless heroine · brave heroine · emotionally layered love interest · protective male lead · vulnerable male lead · morally conflicted characters · teen protagonists · character-driven
Semantic match: ranked by characterization
Distance: 0.1585
In a virus-ravaged safe haven, a teen’s first kiss sparks a race to uncover family secrets and find a cure.
Why this is here
Characterization labels: teen heroine · reluctant heroine · strong female lead · imperfect protagonist · self-doubting protagonist · headstrong · resourceful · protective love interest · shy love interest · overprotective love interest · secondary adult characters · orphan · coming of age
Semantic match: ranked by characterization
Distance: 0.1586
A teen girl who can't be mind-controlled by alien rulers must trust a stranger and uncover why she's different.
Why this is here
Characterization labels: teen heroine · lonely outcast · hidden identity · protective love interest · male love interest · guarded protagonist · spunky heroine · loyal · reluctant trust · conflicted
Semantic match: ranked by characterization
Distance: 0.1586
