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Combine common axes
These books are ranked using the characterization labels extracted for Anna and the Apocalypse.
Characterization labels used: 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
This does not mean the books share the same plot, setting, quality, or difficulty. It means their characterization embeddings are close.
A Black teen wakes up in her friend’s body and must outwit secrets, tech, and betrayal to reclaim her life.
Why this is here
Characterization labels: teen girl protagonist · lonely outsider · cool girl · imperfect protagonists · smart heroine · active protagonist · manipulative antagonist · sympathetic villain · naive teen · supportive sister · counselor/therapy
Semantic match: ranked by characterization
Distance: 0.1317
A teen gate-mage juggles mythic power, rival factions, and high school while forces from two worlds close in.
Why this is here
Characterization labels: teen protagonist · powerful protagonist · morally upright protagonist · trickster nature · angsty teens · loyal friends · flat characters · two-dimensional characters · expository characters · female stereotypes · male hero centered · godlike protagonist · character development · noble hero
Semantic match: ranked by characterization
Distance: 0.1346
A Bronx teen considers a memory-erasing procedure that could free him from pain—or erase his true self.
Why this is here
Characterization labels: teen protagonist · queer teen · troubled youth · self-loathing · complex protagonist · supportive girlfriend · new best friend · homophobic peers · flawed characters · emotionally damaged
Semantic match: ranked by characterization
Distance: 0.1363
A shy teen super is pulled into a villain’s scheme and must decide whom to trust when her family’s safety is on the line.
Why this is here
Characterization labels: teen heroine · introverted protagonist · anxious protagonist · shy protagonist · vulnerable heroine · self-discovery arc · confidence arc · protective sibling · quippy sidekick · manipulative villain · creepy villain · unhinged villain · complex antagonist · fleshed-out side character · cautious protagonist
Semantic match: ranked by characterization
Distance: 0.1365
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: 0.1369
A relocated teen in a futuristic city stumbles into a corporate secret, a missing girl, and a mystery that upends his life.
Why this is here
Characterization labels: teen protagonist · kind-hearted hero · shy protagonist · curious protagonist · brave protagonist · protective protagonist · flat characters · memorable side characters · mentor figure · villainous corporation
Semantic match: ranked by characterization
Distance: 0.1371
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: 0.1386
A teenage girl with catlike powers is pulled into a hidden war, dangerous alliances, and a tangled love triangle.
Why this is here
Characterization labels: teen heroine · rebellious teen · sassy protagonist · badass heroine · matured protagonist · selfish protagonist · annoying characters · flat characters · protective heroine · loyal heroine · male love interests · villain with depth · leader role · side character focus
Semantic match: ranked by characterization
Distance: 0.1401
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: 0.1423
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: 0.1433
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: 0.1443
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: 0.1445
