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Combine common axes
These books are ranked using the characterization labels extracted for The Girl Who Leapt Through Time.
Characterization labels used: teenage girl, schoolgirl, boy best friend, teacher figure, passive protagonist, flat characters, one-dimensional characters, likable protagonist, young characters, teen protagonists, phobia-stricken protagonist, brother character, unusual abilities, mystery seeker
Focused on “underdeveloped characters” 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 teen Guardian must train a new apprentice while battling a secret force that tries to rewrite history.
Why this is here
Characterization labels: teen protagonist · mentor figure · apprentice · immortal character · female apprentice · young hero · traumatized protagonist · secretive characters · flat characters · underdeveloped characters
Semantic match: ranked by characterization
Distance: 0.1527
Two teens linked by telepathy discover they live in parallel realities and must find each other before everything unravels.
Why this is here
Characterization labels: teen protagonists · genius friend · hacker · athlete protagonists · basketball player · swimmer · disabled character · flat characters · underdeveloped characters · passive heroine · determined hero · dependence
Semantic match: ranked by characterization
Distance: 0.1736
A traumatized teen investigates a viral party drug that makes her town eerily perfect—and dangerously not themselves.
Why this is here
Characterization labels: teen girl protagonist · adopted protagonist · anxious protagonist · straight-edge protagonist · outsider protagonist · new kid ally · mysterious outsider · perfectionist · smart protagonist · controlling protagonist · traumatized protagonist · loner
Semantic match: ranked by characterization
Distance: 0.1439
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: 0.1457
In 2193, a sheltered 12-year-old uncovers a hidden truth about her perfect world and her family’s past.
Why this is here
Characterization labels: tween protagonist · curious heroine · truth seeker · relatable preteen · resourceful child · less developed villain · underdeveloped characters · cartoonish adults · protective mother · competent sidekick · flat side character · sympathetic kids
Semantic match: ranked by characterization
Distance: 0.1772
A Scottish teen and her friends fight to survive a zombie outbreak that erupts just as Christmas break begins.
Why this is here
Characterization labels: teen protagonist · straight-A student · witty heroine · final girl · best friend · unrequited crush · nice guy · annoying boy · protective father · vice principal villain · assistant principal villain · bullies · one-dimensional characters · flat characterization · character growth · redemption arc · courage under pressure · ordinary teen · sympathetic character
Semantic match: ranked by characterization
Distance: 0.1500
A teen stuck in a summer time loop finds another trapped soul, and together they hunt for the day’s tiny perfect moments.
Why this is here
Characterization labels: teen protagonist · male protagonist · female lead · lonely characters · curious characters · awkward teens · self-contained protagonist · reflective character arc
Semantic match: ranked by characterization
Distance: 0.1537
An amnesiac teen follows clues in his backpack to uncover his identity, and a secret experiment tied to his forgotten past.
Why this is here
Characterization labels: teen protagonist · hacker · naive protagonist · resourceful protagonist · suspicious protagonist · helpful girl · antagonists · flat secondary characters · moral ambiguity
Semantic match: ranked by characterization
Distance: 0.1578
A hyped mobile game turns Earth into a lethal RPG, and one student must survive long enough to save his sister.
Why this is here
Characterization labels: student protagonist · young adult protagonist · older sibling caretaker · loner hero · emotionally flat protagonist · resourceful protagonist · lucky protagonist · passive protagonist · flat side characters · thin characterization
Semantic match: ranked by characterization
Distance: 0.1579
A punished teen from a surveilled future is exiled to 1950s Wisconsin, where identity, love, and reality blur.
Why this is here
Characterization labels: teen protagonist · naive heroine · curious student · meek protagonist · passive protagonist · outsider · rebellious student · intelligent girl · controlled subject · love interest · authority figure · psychology instructor · exiled student
Semantic match: ranked by characterization
Distance: 0.1579
Two bored high school girls keep living their everyday lives under a silent alien mothership over Tokyo.
Why this is here
Characterization labels: teenage girls · high school students · cynical teens · bored youths · alienated youth · relatable girls · quirky characters · oddball characters · cynical protagonist · conspiracy theorist · shut-in · everyday teens · charismatic best friend · emotionally burdened mother · missing father · pervy teacher
Semantic match: ranked by characterization
Distance: 0.1586
A reluctant teen cadet is abruptly selected for elite space training and must uncover why she was chosen.
Why this is here
Characterization labels: teenage girl · unwilling protagonist · hacker sidekick · plucky heroine · rebel student · likable protagonist · frustrated cadet · unenthusiastic student
Semantic match: ranked by characterization
Distance: 0.1597
