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Combine common axes
These books are ranked using the characterization labels extracted for Orange: The Complete Collection, Volume 1.
Characterization labels used: shy heroine, timid protagonist, passive heroine, relatable protagonist, selfless friend, protective friend, popular boy, transfer student, supportive friend group, teen characters, emotionally burdened
This does not mean the books share the same plot, setting, quality, or difficulty. It means their characterization embeddings are close.
Future letters push a shy high schooler and her friends to try to save a troubled boy and rewrite regret.
Why this is here
Characterization labels: shy protagonist · timid heroine · selfless friend · supportive friend group · troubled boy · depressed character · complex character · comic relief · leader figure · protective friend · popular boy
Semantic match: ranked by characterization
Distance: 0.0779
A shy teen receives a letter from her future self and joins friends in trying to change a painful fate.
Why this is here
Characterization labels: shy protagonist · indecisive protagonist · supportive friend · selfless friend · emotionally vulnerable · depressed character · suicidal ideation · protective group · expressive characters
Semantic match: ranked by characterization
Distance: 0.0910
A bullied girl with plant-like hair enters a forbidden jungle to save her friend and discovers her own power.
Why this is here
Characterization labels: timid heroine · brave heroine · shy protagonist · young girl · female protagonist · imperfect heroine · resourceful heroine · outcast protagonist · bullied girl · curious friend · adventurous boy · wise mentor · lovable flawed heroine · self-confident growth · fearful but courageous
Semantic match: ranked by characterization
Distance: 0.1026
A secretive teen time traveler falls for a normal boy, risking her family’s rules, safety, and the past itself.
Why this is here
Characterization labels: shy heroine · socially isolated · loner · kick-butt heroine · strong heroine · awkward teen · protective family · persistent hero · loyal hero · charming hero · secretive parents · close siblings · overcontrolled teen · fighting skills · coming of age
Semantic match: ranked by characterization
Distance: 0.1030
In a world where love is treated like a disease, a waiting-for-the-cure teen falls for the one boy she should avoid.
Why this is here
Characterization labels: naive heroine · reluctant conformist · mysterious boy · love interest · best friend character · passive protagonist · growth arc · weak heroine
Semantic match: ranked by characterization
Distance: 0.1076
A shy teen time traveler’s secret life in 1860 gets complicated when her crush is pulled into the past with her.
Why this is here
Characterization labels: awkward teen · shy heroine · outcast heroine · popular boy · jock · mean-girl girlfriend · supportive best friend · resilient heroine · resourceful heroine · self-sufficient heroine · protective love interest · redeemed jerk · serious heroine in the past · mature-for-age teen · sassy heroine
Semantic match: ranked by characterization
Distance: 0.1091
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: 0.1091
A Korean-Canadian teen with scent-triggered time slips goes to Korea to uncover her mother’s disappearance and her own past.
Why this is here
Characterization labels: teen protagonist · reserved protagonist · brave protagonist · emotionally mature teen · emotionally unavailable father · single father · absent mother · supportive best friend · sweet love interest · supportive aunt · complex side characters
Semantic match: ranked by characterization
Distance: 0.1114
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: 0.1126
A hidden half-Alpha teen must tutor a prince amid anti-Alpha unrest while a bigger danger rises from the sea.
Why this is here
Characterization labels: teen heroine · flawed heroine · secretive protagonist · strong heroine · feisty heroine · protective father · protective mother · brooding love interest · prince character · best friend · supportive friend · aggressive antagonists · minor characters with distinct personalities · complex heroine
Semantic match: ranked by characterization
Distance: 0.1133
A 15-year-old girl who can disappear is pulled into a hidden world where her secret ties to larger clan conflicts.
Why this is here
Characterization labels: teen protagonist · genius friend · supportive friend · comic relief · secretive heroine · impulsive heroine · overpowered characters · idealized teens
Semantic match: ranked by characterization
Distance: 0.1139
A bullied girl’s acne cure makes her invisible, thrusting her into secrets, danger, and a search for who she really is.
Why this is here
Characterization labels: preteen protagonist · female protagonist · relatable protagonist · underdog · outsider · bullied child · anxious child · spiky protagonist · loyal friend · caring friend · misfit · strong-willed child
Semantic match: ranked by characterization
Distance: 0.1147
