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Combine common axes
These books are ranked using the characterization labels extracted for Restoring Harmony.
Characterization labels used: teen heroine, resourceful protagonist, naive protagonist, optimistic protagonist, self-reliant protagonist, musical protagonist, strong female lead, bad boy love interest, mysterious stranger, stubborn elder, supportive family, orphaned children, criminal figures, kindhearted heroine, coming-of-age
This does not mean the books share the same plot, setting, quality, or difficulty. It means their characterization embeddings are close.
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: 0.0800
An orphan with hidden powers is pulled into a parallel reality where family, identity, and time are all unsettled.
Why this is here
Characterization labels: teen protagonist · orphan · foster kid · troubled teen · guarded heroine · smart heroine · sarcastic heroine · strong-willed heroine · passive protagonist · mature but fun · mysterious male lead · older love interest · popular girl · supportive best friend · delinquent youth · male lead with secrets · stubborn heroine
Semantic match: ranked by characterization
Distance: 0.0901
A teen with inherited time-travel powers must fix a broken timeline before she and everyone she loves vanish.
Why this is here
Characterization labels: teen heroine · believable teenager · resourceful heroine · smart protagonist · strong female lead · mature for age · reckless choices · emotional growth · family-centered · morally conflicted · likable protagonist · supportive father · estranged grandmother · mysterious love interest · villainous patriarch · serial killer antagonist
Semantic match: ranked by characterization
Distance: 0.0913
A teen dome-dweller crosses into a toxic outside world of mutants, danger, and forbidden love, forcing a hard choice.
Why this is here
Characterization labels: teen heroine · naive heroine · strong heroine · sympathetic protagonist · morally conflicted · decisive protagonist · flawed protagonist · love interests · supporting character development · elite society · outsider survivors
Semantic match: ranked by characterization
Distance: 0.0931
A teen sigil-bearer joins rebels to break a magical bond, but the search tests love, loyalty, and fate.
Why this is here
Characterization labels: teen protagonist · female protagonist · willful heroine · naive heroine · ego-driven protagonist · pragmatic heroine · analytical heroine · morally conflicted characters · enigmatic love interest · antagonist · character growth · found family
Semantic match: ranked by characterization
Distance: 0.0986
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: 0.1054
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: 0.1073
In a flooded future London, a teen racer enters a deadly underwater marathon to win her father’s freedom and expose the truth.
Why this is here
Characterization labels: teen heroine · determined protagonist · optimistic protagonist · resourceful heroine · brave but naive · fierce heroine · family-driven · faithful character · guarded companion · broody love interest · mysterious ally · reluctant ally · supportive grandfather · supportive pet · hotheaded companion · soft strength
Semantic match: ranked by characterization
Distance: 0.1089
A teen mind reader is drawn into a hidden community of her kind, where trust and freedom may cost everything.
Why this is here
Characterization labels: teen heroine · mind reader · freak · outsider · whiny protagonist · insecure protagonist · naive protagonist · strong heroine · compassionate heroine · mysterious love interest · controlling grandmother · mentor figure · popular girl · troubled father figure
Semantic match: ranked by characterization
Distance: 0.1097
In a bee-haunted future split by survival zones, two teens face an immunity test that could change everything.
Why this is here
Characterization labels: teen protagonists · strong heroine · naive hero · stubborn protagonist · feisty heroine · loyal character · rule follower · rebel · resourceful heroine · sheltered upbringing · questioning authority · shady character · villainous leader · morally gray characters
Semantic match: ranked by characterization
Distance: 0.1101
A Breton teen survivor follows a cryptic message, a family prophecy, and a deadly mission toward Paris after a virus wipes out most of humanity.
Why this is here
Characterization labels: teen protagonist · female protagonist · resourceful heroine · tough heroine · solitary character · determined character · mature teen · badass heroine · guardianship · mystical guide
Semantic match: ranked by characterization
Distance: 0.1110
A girl with hidden time magic hunts for her missing brother and uncovers secrets that could reshape her city.
Why this is here
Characterization labels: strong heroine · determined heroine · flawed protagonist · protective brother · mysterious love interest · secretive character · stubborn heroine · impulsive heroine · loyal character · resourceful heroine · naive heroine · self-sacrificing sibling · bad boy love interest · eccentric immortal
Semantic match: ranked by characterization
Distance: 0.1113
