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Combine common axes
These books are ranked using the characterization labels extracted for MILA 2.0.
Characterization labels used: teen heroine, android protagonist, female action lead, sympathetic lead, strong heroine, vulnerable heroine, rebellious teen, brooding love interest, protective mother, mean girl, science-minded mother, mysterious ally, foil character, secretive parent
Focused on “naive hero” 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 rebellious teen shelters a mysterious boy with a lethal touch, exposing a secret world of powered captives.
Why this is here
Characterization labels: rebellious heroine · adrenaline junkie · sarcastic heroine · kick-ass heroine · strong female lead · innocent hero · naive hero · protective hero · emotionally distant father · villainous father · escapee · special powers teens · supporting allies
Semantic match: ranked by characterization
Distance: 0.1375
In a sealed sector facing cyborg annihilation, a teen races against a 15-day countdown to survive and resist.
Why this is here
Characterization labels: teen heroine · feisty heroine · strong female lead · impulsive protagonist · resigned protagonist · brave heroine · mysterious boy · depressed mother · frightened best friend · protective father · stubborn protagonist
Semantic match: ranked by characterization
Distance: 0.1204
In a memory-trading dystopia, a guilt-ridden teen joins rebels to save her mother and steal a prison map.
Why this is here
Characterization labels: teen heroine · gifted protagonist · guilty protagonist · broken heroine · morally gray lead · strong female lead · naive protagonist · trusting heroine · protective daughter · brooding love interest · loyal ally · ruler antagonist · power-hungry villain · desperate mother · young rebel · parentally motivated
Semantic match: ranked by characterization
Distance: 0.1238
A secretive teen enforcer in a magically divided London must choose between her hidden truth, her father, and a looming war.
Why this is here
Characterization labels: teen protagonist · strong female lead · morally grey · fiery heroine · secretive protagonist · determined · impulsive · intuitive · confident · arrogant · trained fighter · badass heroine · adopted daughter · mysterious father · protective father · Mary Sue (mixed) · flawed heroine · emotional restraint · young adult protagonist
Semantic match: ranked by characterization
Distance: 0.1268
Abducted teen Kyra confronts alien origins, a strange countdown, and a world-ending threat in a final race for answers.
Why this is here
Characterization labels: strong heroine · feisty heroine · teen girl · alien hybrid · superpowered protagonist · love interest · brooding love interest · snarky rival · supporting cast · immature protagonist · badass heroine · kidnapped protagonist
Semantic match: ranked by characterization
Distance: 0.1278
A teen pack’s geocache hunt turns into a deadly code game with bombs, secrets, and a race to stop a killer.
Why this is here
Characterization labels: teen heroine · alpha leader · smart teens · geeky friends · oblivious heroine · brooding love interest · protective pack · mature-for-age teen · homicidal villain · clueless parent · female rival
Semantic match: ranked by characterization
Distance: 0.1285
A time-travel mission goes badly wrong, leaving Liam stranded in dinosaur territory and forcing the team to fix history.
Why this is here
Characterization labels: teen protagonists · young heroes · field agent · support unit · android companion · female android · artificial intelligence · genetically engineered bodyguard · smart protagonist · good-hearted protagonist · capable heroine · insecure leader · primitive predator POV
Semantic match: ranked by characterization
Distance: 0.1303
A teen time traveler returns to Gilded Age New York to stop a dangerous device from rewriting the future.
Why this is here
Characterization labels: teen protagonist · female protagonist · chosen family · strong female characters · resilient heroine · introverted heroine · courageous heroine · eidetic memory · photographic memory · stubborn heroine · jealousy · immature emotions · secondary characters · villainess · double agent · mentor scientist
Semantic match: ranked by characterization
Distance: 0.1320
A teen returns after five missing years unchanged, and must uncover what happened while her world moved on without her.
Why this is here
Characterization labels: teen girl protagonist · athlete protagonist · bratty heroine · strong-willed heroine · confused protagonist · angry heroine · suspicious father · protective love interest · supportive love interest · conspiracy theorist father · alienated family
Semantic match: ranked by characterization
Distance: 0.1321
A teen who forgets each day but sees the future must navigate love, secrets, and a dark mystery.
Why this is here
Characterization labels: teen heroine · psychic protagonist · amnesiac protagonist · strong heroine · likable heroine · judgey heroine · best friend · sweet love interest · perfect boy · secretive mother · absent father · mean girl · protective boyfriend
Semantic match: ranked by characterization
Distance: 0.1331
A grief-stricken teen chases her father’s killer across parallel worlds and gets pulled into a love triangle.
Why this is here
Characterization labels: teen heroine · artistic protagonist · impulsive heroine · determined heroine · loyal daughter · scientist parents · mysterious love interest · brooding love interest · flirty assistant · archetypal love interests · grey morality · underdetermined antagonist
Semantic match: ranked by characterization
Distance: 0.1337
A teen girl discovers she's the real time-travel heir in a secret family line and is swept into a hidden London intrigue.
Why this is here
Characterization labels: teen heroine · awkward heroine · naive protagonist · relatable heroine · brave heroine · clever heroine · immature protagonist · arrogant love interest · bossy love interest · mysterious love interest · secretive mother · perfect cousin · loyal best friend · mischievous friend · icy grandmother · protective family
Semantic match: ranked by characterization
Distance: 0.1355
