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Combine common axes
These books are ranked using the characterization labels extracted for Jekel Loves Hyde.
Characterization labels used: good girl, bad boy, shy heroine, brooding hero, nerdy girl, smart girl, loner, pianist, runner, chemist, flat characters, dual nature, sympathetic hero, temper
Focused on “matured” 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 space refugee must survive a brutal multi-stage contest on Atlantis while love, politics, and war collide.
Why this is here
Characterization labels: nerdy heroine · awkward smart girl · strong female lead · resourceful protagonist · resilient heroine · brave heroine · compassionate heroine · talented heroine · smart heroine
Semantic match: ranked by characterization
Distance: 0.1510
A lonely scholarship teen is pulled into Jane Eyre and must choose between a classic romance and her own life.
Why this is here
Characterization labels: bookish heroine · outsider · scholarship student · lonely teen · shy protagonist · insecure heroine · sarcastic heroine · coming of age · brooding hero · popular girl · mean girl · misunderstood boy · teacher crush · stepparent conflict · grieving daughter · female agency · wounded hero · matured heroine
Semantic match: ranked by characterization
Distance: 0.1548
A shy, hyper-competent teen prodigy with superfast reflexes is swept into an Olympic terror plot.
Why this is here
Characterization labels: female protagonist · young heroine · shy protagonist · socially awkward · mathematical genius · athletic prodigy · superpowered heroine · competent hero · nice protagonist · likable protagonist · Mary Sue · wish-fulfillment heroine · underage protagonist · gifted student · selfless · humble
Semantic match: ranked by characterization
Distance: 0.1552
A lonely space-station programmer must pretend to be a sex bot to survive and ends up under the care of the cyborg she’s been watching.
Why this is here
Characterization labels: lonely heroine · computer programmer · smart heroine · naive heroine · protective hero · dominant hero · loner hero · emotionally guarded · claustrophobic hero · tortured soul · alpha male
Semantic match: ranked by characterization
Distance: 0.1579
A grief-stricken teen is pulled into a secret, deadly game to fight aliens, with no training and no easy answers.
Why this is here
Characterization labels: kick-ass heroine · smart heroine · sarcastic protagonist · control freak protagonist · mysterious leader · brooding love interest · bad boy · strong heroine · damaged protagonist · teen ensemble · protective hero · secretive character
Semantic match: ranked by characterization
Distance: 0.1624
A spy-in-training at an airborne finishing school uncovers a conspiracy, a kidnapping plot, and complicated new feelings.
Why this is here
Characterization labels: intelligent heroine · resourceful heroine · curious heroine · devious heroine · mischievous heroine · Mary Sue (contested) · self-assured heroine · proactive characters · good-hearted boy · evil genius students
Semantic match: ranked by characterization
Distance: 0.1633
An unusually gifted orphan flees a controlled upbringing and finds herself pulled into a dangerous far-future crew.
Why this is here
Characterization labels: teen heroine · overpowered protagonist · gifted child · badass girl · naive heroine · loyal protagonist · shy protagonist · resourceful survivor · superhuman growth · young soldier · transhuman protagonist
Semantic match: ranked by characterization
Distance: 0.1647
A college student in near-future New York is drawn into a high-stakes, high-heat bond with a powerful alien ruler.
Why this is here
Characterization labels: naive heroine · shy heroine · virgin heroine · college student · alpha male · controlling hero · possessive hero · powerful hero · mysterious hero · intelligent hero · dominant hero · young heroine · inexperienced heroine · ambivalent heroine
Semantic match: ranked by characterization
Distance: 0.1670
A woman sent to a brutal prison planet trades sex for protection and unexpectedly builds a bond with a quiet, dangerous inmate.
Why this is here
Characterization labels: stoic hero · mysterious loner · protective hero · alpha hero · quiet hero · brave heroine · resourceful heroine · smart heroine · possessive hero · tough heroine
Semantic match: ranked by characterization
Distance: 0.1671
A science-minded middle schooler gets a chance to redo the past and save a friendship before it all falls apart.
Why this is here
Characterization labels: science nerd · smart kid · underdog · likable protagonist · flawed protagonist · relatable protagonist · best friends · bullied kid · popular girl · kind girl · rival friend · dog character
Semantic match: ranked by characterization
Distance: 0.1671
A time-displaced wolf shifter and a dragon prince must bridge species, time, and identity to find lasting love.
Why this is here
Characterization labels: alpha female · sassy heroine · feisty heroine · confused heroine · scientist hero · dragon prince · emotionless hero · virgin heroine · inexperienced hero · protective hero · emotionally closed-off hero · complex hero · mentally ill heroine · schizophrenic heroine · family legacy · character growth
Semantic match: ranked by characterization
Distance: 0.1680
In a ranked future society, a teen’s shocking low score sends her undercover into a military spy hunt.
Why this is here
Characterization labels: strong heroine · naive heroine · determined heroine · obedient student · brooding soldier · protective male lead · loyal male lead · complex male lead · good girl · model citizen · rebel heroine · vulnerable protagonist · mature growth · baggage
Semantic match: ranked by characterization
Distance: 0.1683
