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These books are ranked using the characterization labels extracted for Waking in Time.
Characterization labels used: freshman heroine, time traveler, physics professor, charming love interest, mystery solver, grieving granddaughter, curious protagonist, spunky protagonist, sweet hero, supportive mentor
This does not mean the books share the same plot, setting, quality, or difficulty. It means their characterization embeddings are close.
Batgirl starts over in Burnside, balancing college, friends, and a modern, social-media-fueled crime wave.
Why this is here
Characterization labels: young adult heroine · college student · grad student · smart heroine · relatable heroine · immature heroine (mixed) · fallible protagonist · tech-savvy protagonist
Semantic match: ranked by characterization
Distance: 0.1505
A teen in a time-looped future travels to uncover her parents’ fate and the truth behind the endless storm.
Why this is here
Characterization labels: teen protagonist · curious protagonist · science-minded character · resourceful heroine · thoughtful protagonists
Semantic match: ranked by characterization
Distance: 0.1615
A time-traveling pair is sent to 1903 to protect history, but Einstein’s family makes the mission far more complicated.
Why this is here
Characterization labels: teen protagonists · siblings · seasoned time travelers · brave · curious · resourceful · secretive · enigmatic adult · clever woman · scientist · parental figure · strong female lead · maturing protagonist · emotionally driven
Semantic match: ranked by characterization
Distance: 0.1714
A student in Padua falls for a mysterious woman raised in a deadly garden of poisonous plants.
Why this is here
Characterization labels: young student · beautiful heroine · mad scientist · rival scholar · morally ambiguous characters · naive protagonist · monomaniacal father · toxic heroine · scientific obsessor
Semantic match: ranked by characterization
Distance: 0.1748
A teen time traveler races to recover keys across shifting timelines while family, romance, and history collide.
Why this is here
Characterization labels: teen protagonist · strong female lead · matured heroine · time traveler · morally gray antagonist · cult leader · supportive ally · love triangle · stubborn heroine · protective partner · secretive character · complex secondary characters
Semantic match: ranked by characterization
Distance: 0.1768
Teen Clark Kent discovers new powers and a town-wide mystery while Smallville hides a troubling secret.
Why this is here
Characterization labels: teenage hero · kindhearted protagonist · nerdy protagonist · idealistic protagonist · supportive best friend · investigative friend · supportive parents · love interest · alien outsider
Semantic match: ranked by characterization
Distance: 0.1768
A college freshman resists a persistent player, only to uncover a time-traveling secret linking them across centuries.
Why this is here
Characterization labels: college freshman · female lead · male lead · player persona · protective hero · strong heroine · skeptical heroine · bookworm · athletic heroine · mysterious hero · supportive side characters · brothers · goddess-touched traveler · reserved brother · fun best friend
Semantic match: ranked by characterization
Distance: 0.1791
A physics student and a North Korea rescue mission become linked across time in a first-contact mystery.
Why this is here
Characterization labels: physics student · graduate student · mathematical prodigy · helicopter pilot · young child · brave · gentle · smart · honorable · lovable · intelligent protagonists · character-driven
Semantic match: ranked by characterization
Distance: 0.1823
In a near-future boarding school world, a teen tied to a decision app starts doubting it and uncovers buried secrets.
Why this is here
Characterization labels: smart heroine · resourceful heroine · teen protagonist · strong female lead · outsider love interest · hacker hero · mysterious teacher · roommate ally · morally complex characters
Semantic match: ranked by characterization
Distance: 0.1843
A lazy middle schooler accidentally eats knowledge pills and must use his new genius to save his school.
Why this is here
Characterization labels: lazy protagonist · average student · relatable kid · genius kid · best friend sidekick · smart crush · fun villain · scheming principal · quirky scientist · supportive family · responsible arc · matured protagonist
Semantic match: ranked by characterization
Distance: 0.1849
A college graduate discovers a time portal to 1910, where love, history, and an oncoming wildfire collide.
Why this is here
Characterization labels: recent college graduate · science major · geology student · teacher · English teacher · newspaper editor · banker villain · orphan · widower · good guy hero · chivalrous hero · adventurous protagonist · moral protagonist · selfless characters · well-developed characters
Semantic match: ranked by characterization
Distance: 0.1857
In a heartless dystopia, a teen artist who kept her heart must protect her emotions and resist conformity.
Why this is here
Characterization labels: teen protagonist · young artist · outcast · steadfast heroine · sweet protagonist · morally resistant · classmate with secret · Scientist figure · family tension · creative protagonist
Semantic match: ranked by characterization
Distance: 0.1859
