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Combine common axes
These books are ranked using the characterization labels extracted for Weave a Circle Round.
Characterization labels used: 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
This does not mean the books share the same plot, setting, quality, or difficulty. It means their characterization embeddings are close.
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: 0.1006
A teen science nerd and his prankster brother fake an alien invasion, and their small-town lie spirals wildly out of control.
Why this is here
Characterization labels: introverted protagonist · science nerd · awkward teen · gay teen · boy genius · prankster brother · supportive parents · neurodivergent-coded protagonist · anxious protagonist · self-focused protagonist · character growth · dry wit
Semantic match: ranked by characterization
Distance: 0.1135
A teen in a psychiatric ward tries to prove she’s sane while the truth behind a missing classmate keeps changing.
Why this is here
Characterization labels: teen girl protagonist · vulnerable protagonist · relatable protagonist · strong heroine · unreliable narrator · isolated protagonist · misunderstood character · suspicious doctor · sympathetic patient group · popular rival · psychologist · scientist
Semantic match: ranked by characterization
Distance: 0.1230
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: 0.1237
A powerless teen lands a villainous internship, falls for a crush, and uncovers a bigger secret in her superhero world.
Why this is here
Characterization labels: powerless teen · average girl · outsider · shy protagonist · sarcastic voice · bi protagonist · biracial protagonist · immigrant child · supportive friends · trans side character · popular girl · genius sibling · superhero parents · secret crush · oblivious heroine · determined heroine · ordinary protagonist
Semantic match: ranked by characterization
Distance: 0.1240
A new girl at an elite Manhattan school discovers a secret time portal and glimpses a doomed future.
Why this is here
Characterization labels: Teen protagonist · Twin siblings · Outsider · Popular clique · Mean girls · Rich elite · Spoiled teens · Social climbers · Outcast heroine · Cardboard characters · Stereotyped characters · Male sibling · Female friendship · Moral ambiguity · Revenge-minded
Semantic match: ranked by characterization
Distance: 0.1261
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: 0.1267
A guilt-ridden teen streamer unleashes a demon through a horror game and must stop her own doppelgänger from ruining her life.
Why this is here
Characterization labels: ambitious teen · chronic liar · unlikeable heroine · flawed protagonist · guilty protagonist · traumatized teen · grieving teen · horror gamer · streamer · outcast · social outcast · bullied · relatable teen · authentic teens · dimensional characters · good character arc · unlikable traits
Semantic match: ranked by characterization
Distance: 0.1294
A 15-year-old boy wakes up invisible and teams with a blind girl while his family races to explain and reverse it.
Why this is here
Characterization labels: teen protagonist · relatable teen · sarcastic teen · angsty teen · physicist parent · blind girl · independent girl · supportive parents · smart parent · quick-thinking protagonist · emotionally controlled narrator · mature growth arc
Semantic match: ranked by characterization
Distance: 0.1295
In a sun-scorched future, a teen at a dome camp uncovers a hidden Atlantis-linked heritage and a dangerous secret.
Why this is here
Characterization labels: 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
Semantic match: ranked by characterization
Distance: 0.1295
Twin brothers spend one last summer in the swamp, where a botanical experiment and buried family tensions change everything.
Why this is here
Characterization labels: introverted protagonist · extroverted sibling · outcast · botany nerd · science nerd · socially awkward · party twin · bullied teen · teen scientist · protective sibling · diabetic protagonist · awkward teenager
Semantic match: ranked by characterization
Distance: 0.1302
A closeted president’s son is caught between a rogue AI attack and a new boy at school who may not be human.
Why this is here
Characterization labels: closeted teen · gay protagonist · nerdy teen · robotics geek · shy protagonist · anxious protagonist · depressed protagonist · suicidal ideation · self-deprecating protagonist · president character · angsty teen · eccentric boy · Shakespeare geek · AI antagonist · sympathetic villain · supportive best friend · protective family pressure
Semantic match: ranked by characterization
Distance: 0.1314
