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Combine common axes
These books are ranked using the characterization labels extracted for The Lost Code.
Characterization labels used: awkward teen, outsider, bullied protagonist, reluctant hero, self-conscious, coming-of-age, brave, matured protagonist, smart girl, love interest, bully, mentor figure, villain, secretly special, everyboy
This does not mean the books share the same plot, setting, quality, or difficulty. It means their characterization embeddings are close.
A gifted but abrasive teen uses his homemade drone to spy on others, then uncovers secrets that turn dangerous.
Why this is here
Characterization labels: gifted teen · arrogant protagonist · unsympathetic lead · socially awkward · technically gifted · moral ambiguity · character development · outsider
Semantic match: ranked by characterization
Distance: 0.1202
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: 0.1227
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: 0.1240
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: 0.1242
A teen time traveler races to expose a centuries-old secret and survive a tangled final mission with her unreliable partner.
Why this is here
Characterization labels: awkward heroine · whiny heroine · relatable teen · arrogant hero · charming hero · male love interest · spunky best friend · comic relief character · mysterious villain · creepy antagonist · young heroine · teen protagonist · supportive friend · mentor figure
Semantic match: ranked by characterization
Distance: 0.1254
A shy new kid at school discovers only she can see mysterious creatures tied to fear, friendship, and danger.
Why this is here
Characterization labels: awkward protagonist · anxious protagonist · shy protagonist · small-for-age protagonist · outcast · brave protagonist · spunky protagonist · relatable protagonist · bully target · well-meaning parents · distinct side characters
Semantic match: ranked by characterization
Distance: 0.1293
A quiet teen’s life unravels when strange neighbors arrive next door and pull her into a mythic time-travel mystery.
Why this is here
Characterization labels: introverted protagonist · angsty teen · angry teen · invisible girl · relatable teen · awkward teen · deaf character · geeky sibling · genius sibling · eccentric outsider · mischievous characters · morally ambiguous characters · immortal characters · character growth
Semantic match: ranked by characterization
Distance: 0.1295
A teen math prodigy at Cambridge must untangle converging timelines before a paradox destroys his future.
Why this is here
Characterization labels: reluctant prodigy · teen genius · awkward hero · introverted protagonist · relatable protagonist · morally serious · smart characters · supportive friends · new characters · villains · bullies · mathematician · time traveler
Semantic match: ranked by characterization
Distance: 0.1300
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: 0.1300
Four loosely linked novellas twist memory, weather, guns, and survival into unsettling, high-concept horror.
Why this is here
Characterization labels: teen protagonist · young male protagonist · adult protagonist · strong female protagonist · bullied outsider · loner · inventive · reluctant hero · morally compromised · unhinged · paranoid · psychologically damaged · politically polarized · ordinary people · everyday hero
Semantic match: ranked by characterization
Distance: 0.1301
An alien bored with her life steals a madness coat and wakes in a hated Earth teen's body, where school and identity turn surreal.
Why this is here
Characterization labels: alien protagonist · teen girl · bored protagonist · morally flawed characters · mean girl · bully · self-interested protagonist · outsider · fan-girl · coming-of-age protagonist
Semantic match: ranked by characterization
Distance: 0.1314
A girl, her brother, and a friend cross space and time to find her missing father and face a cosmic darkness.
Why this is here
Characterization labels: awkward heroine · whiny protagonist · headstrong protagonist · solitary girl · child prodigy · precocious child · super-empathic child · mysterious adults · protective family · know-it-all sibling · misunderstood outsider · stubborn heroine · courage under fear
Semantic match: ranked by characterization
Distance: 0.1340
