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Combine common axes
These books are ranked using the characterization labels extracted for The Locket.
Characterization labels used: teen girl protagonist, popular jock, sweet best friend, self-centered boyfriend, insecure heroine, dependent protagonist, two love interests
This does not mean the books share the same plot, setting, quality, or difficulty. It means their characterization embeddings are close.
Two 1996 teens discover their future Facebook pages and try to steer their lives before they get there.
Why this is here
Characterization labels: teen protagonists · best friends · neighbors · shallow girl · nice guy · wallflower · impulsive heroine · reserved hero · realistic teens · emotionally immature teens
Semantic match: ranked by characterization
Distance: 0.0982
Seli and Raib’s journey in Klan Matahari Minor turns into a dark, high-stakes test of loyalty and choice.
Why this is here
Characterization labels: teen protagonists · female lead · brave heroine · naive protagonist · funny protagonist · loyal friend · emotionally conflicted · protective
Semantic match: ranked by characterization
Distance: 0.0989
After an accident, a teen violinist loses memories and sees an invisible boy, leading her into a buried secret about her past.
Why this is here
Characterization labels: teen girl · violist · introspective protagonist · emotionally isolated · depressed protagonist · protective parent · best friend · ex-boyfriend · supportive friend
Semantic match: ranked by characterization
Distance: 0.1077
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: 0.1087
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: 0.1172
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: 0.1274
A romance-loving teen falls into 1895 and must choose between a dream love and the life she left behind.
Why this is here
Characterization labels: teen protagonist · hopeless romantic · awkward heroine · passive heroine · romantic hero · rich heir · jealous rival · chivalric hero · chauvinistic male characters · shallow characters · teen characters · sympathetic side characters
Semantic match: ranked by characterization
Distance: 0.1275
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: 0.1282
A shy high schooler gets a letter from her future self urging her to save a new classmate from a tragic fate.
Why this is here
Characterization labels: shy heroine · timid protagonist · passive heroine · relatable protagonist · selfless friend · protective friend · popular boy · transfer student · supportive friend group · teen characters · emotionally burdened
Semantic match: ranked by characterization
Distance: 0.1284
A future-school teen chases clues about an elusive classmate while friendships fray and a larger mystery deepens.
Why this is here
Characterization labels: teen girl · teen boy · good friend · elusive classmate · character growth · emotionally truthful characters · pure-hearted boy · controlling behavior · self-reflection · socially awkward
Semantic match: ranked by characterization
Distance: 0.1296
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: 0.1298
A schoolgirl’s sudden invisibility draws her into a secret circle of kids with powers and a dangerous hidden origin.
Why this is here
Characterization labels: female protagonist · best friends · middle-school kids · spunky heroine · quirky protagonist · smart kid · popular girl · geeky boy · villainous adult · supportive friend group · nontraditional heroine · relatable characters
Semantic match: ranked by characterization
Distance: 0.1304
