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Combine common axes
These books are ranked using the characterization labels extracted for Attack of the 50-Ft. Cupid.
Characterization labels used: mad scientist, quirky girl, strong-willed, misunderstood, spunky, smart, determined, reluctant helper, accident-prone assistant, supportive parent, bemused teacher
Focused on “strong female lead” 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 science-loving middle schooler and her teen-bodied grandfather chase a breakthrough at the science fair.
Why this is here
Characterization labels: science-minded girl · strong female lead · curious child · quirky grandparent · brilliant scientist · teenage boy body · grumpy elder · awkward teen · bookish girl · chess-savvy friend · goth friend
Semantic match: ranked by characterization
Distance: 0.1815
A brilliant but socially isolated teen wins a science prize, then a lab discovery pulls her into dangerous international intrigue.
Why this is here
Characterization labels: science prodigy · genius teen · awkward teen · social outcast · bullied student · caretaker · devoted daughter · financially strained · driven · brilliant · introverted · relatable · quirky · complicated heroine · smart girl · female STEM protagonist · secondary characters
Semantic match: ranked by characterization
Distance: 0.1606
A stranded space patrolman and a reclusive scientist collide on Earth in a goofy, all-ages sci-fi comedy.
Why this is here
Characterization labels: egotistical · clumsy · ridiculous · charming · comedic lead · reclusive scientist · crotchety elder · smart girl · smart scientist · humanity-skeptical · good-hearted
Semantic match: ranked by characterization
Distance: 0.1614
In a female-run dystopia, a young scientist screens imprisoned men for breeding and uncovers a brutal conspiracy.
Why this is here
Characterization labels: young scientist · brilliant scientist · female protagonist · strong female lead · male lead · traumatized male · sympathetic protagonist · questioning authority · disaffected insider · powerful councilwoman · relatable characters · underdeveloped side characters · multiple agendas · morally conflicted
Semantic match: ranked by characterization
Distance: 0.2009
A sixth-grader discovers her substitute teacher is an alien and races to stop his secret plan.
Why this is here
Characterization labels: smart girl · science fiction lover · class brain · bully · strict teacher · suspicious student · relatable tween · clear motivations
Semantic match: ranked by characterization
Distance: 0.1745
A homeless 12-year-old genius is recruited to help solve the world’s problems, while a shadowy rival closes in.
Why this is here
Characterization labels: child prodigy · female protagonist · orphan · homeless · genius kid · resourceful · empathetic · curious · brave · selfless · humble · problem solver · inventor · scientific thinker · team leader · kid geniuses · adult allies · villainous adults · mysterious benefactor · strong female lead
Semantic match: ranked by characterization
Distance: 0.2059
Winged teens face prophecy, romance turmoil, and a new replacement boy while their flock fractures under pressure.
Why this is here
Characterization labels: strong-willed heroine · protective leader · brooding love interest · unstable child character · mad scientist · genetically engineered boy · envious rival · morally ambiguous authority · outcast · team leader
Semantic match: ranked by characterization
Distance: 0.1764
In a near-future Britain, a scientist is dragged into a government secret after Earth’s rotation stops and chaos spreads.
Why this is here
Characterization labels: scientist protagonist · female lead · tough heroine · intelligent heroine · isolated protagonist · jaded protagonist · bitter protagonist · determined investigator · curious protagonist · flawed protagonist · strong female lead · government agents · dying mentor · secondary characters · antagonists · authoritarian leadership
Semantic match: ranked by characterization
Distance: 0.2109
A second-chance couple must bend time and reality to save both their relationship and a collapsing world.
Why this is here
Characterization labels: geneticist · software engineer · physicist · physics professor · scientist · strong female lead · strong-willed · brilliant woman · risk taker · independent woman · kind hero · non-alpha male · supportive hero · easy-going hero · complex characters · well-developed characters · relatable characters · everyday people · damsel-in-distress inversion · self-sacrificing protagonist
Semantic match: ranked by characterization
Distance: 0.2117
When Black Panther vanishes in space, Shuri must choose between science, family, and Wakanda’s future.
Why this is here
Characterization labels: tech genius · scientist · inventor · princess · royal sibling · reluctant leader · young protagonist · badass heroine · adolescence · spunky · likable · capable · stubborn · energetic
Semantic match: ranked by characterization
Distance: 0.1837
A fertility doctor secretly engineers a genius child, then watches his experiment grow into a terrifying threat.
Why this is here
Characterization labels: mad scientist · obsessed scientist · geneticist · doctor protagonist · scientist father · anxious mother · child prodigy · evil genius · sociopathic child · emotionless child · naive protagonist · high-strung characters
Semantic match: ranked by characterization
Distance: 0.1867
A grieving scientist resurrects her sister’s body, but the girl who returns is someone entirely new.
Why this is here
Characterization labels: female scientist · mad scientist · younger sibling · reanimated girl · ghostly guide · supportive spouse · warm neighbor · charismatic sister · pushy caretaker · identity-seeking protagonist · emotionally complex
Semantic match: ranked by characterization
Distance: 0.1872
