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These books are ranked using the characterization labels extracted for Sideswiped.
Characterization labels used: genius, brainy protagonist, technical whiz, resourceful heroine, headstrong heroine, strong-willed, young adults, students, agents-in-training, mentor figure
This does not mean the books share the same plot, setting, quality, or difficulty. It means their characterization embeddings are close.
An FBI profiler is thrown into 1815 England, where she must solve a serial murder case while hiding her identity.
Why this is here
Characterization labels: genius protagonist · female detective · FBI profiler · rogue agent · strong female lead · badass heroine · child prodigy · loner · unsympathetic heroine · uber-competent protagonist · scientific mind · eccentric aristocrat · investigative heroine
Semantic match: ranked by characterization
Distance: 0.1327
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: 0.1502
Framed for murder after graduation, a young engineer flees into frontier space and takes a smuggling run to survive.
Why this is here
Characterization labels: female lead · competent heroine · young adult protagonists · academy graduates · engineer protagonist · smuggler crew · capable women · smart protagonists · resourceful protagonist
Semantic match: ranked by characterization
Distance: 0.1540
A diver finds a hidden alien starship, and a secret crew must use its tech to uplift Earth without exposure.
Why this is here
Characterization labels: genius protagonist · precocious child · child prodigy · team leader · family team · military competence · technically skilled · ethical hero · wish fulfillment
Semantic match: ranked by characterization
Distance: 0.1594
A memory-haunted student navigates deadly university testing, political intrigue, and a growing resistance in a controlled future society.
Why this is here
Characterization labels: smart protagonist · overpowered protagonist · perfect heroine · resourceful heroine · stubborn heroine · analytical heroine · chosen one · student protagonist · young leader · moral protagonist
Semantic match: ranked by characterization
Distance: 0.1609
A fifteen-year-old heir escapes forced marriage by joining a starship navy where sailing, rank, and danger rule.
Why this is here
Characterization labels: competent heroine · young protagonist · strong female lead · plucky heroine · driven protagonist · naive newcomer · quick learner · command potential · teen protagonist · idealistic
Semantic match: ranked by characterization
Distance: 0.1619
A gifted teen girl in a rigid hold flees abuse, then discovers fire lizards and a path to belonging.
Why this is here
Characterization labels: gifted heroine · resourceful heroine · sensitive protagonist · misunderstood youth · abused child · strong female lead · artistic protagonist · independent heroine
Semantic match: ranked by characterization
Distance: 0.1625
In a post-apocalyptic crater city, an engineer helps a recluse chase human flight while danger, secrecy, and romance close in.
Why this is here
Characterization labels: rational heroine · engineer protagonist · reluctant romantic · reclusive inventor · young genius · orphaned youth · strong-willed protagonist · emotion-versus-logic · flawed heroine · eccentric characters
Semantic match: ranked by characterization
Distance: 0.1635
A Martian teen pilot hopeful is sent to elite school on Earth, where culture shock and strange accidents test her resolve.
Why this is here
Characterization labels: headstrong heroine · impulsive protagonist · resourceful teen · genius sibling · calculating sibling · rebellious teen · homesick outsider · authoritarian mother · stern adults · realistic teen
Semantic match: ranked by characterization
Distance: 0.1635
A newly promoted hunter investigates sewer deaths and rising monster attacks while a citywide conspiracy closes in.
Why this is here
Characterization labels: teen heroine · competent protagonist · resourceful · independent · team player · reluctant leader · young adult protagonist · responsible · rational · self-reliant · strong female lead · Mary Sue (contested) · growth arc
Semantic match: ranked by characterization
Distance: 0.1638
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: 0.1664
A curious boy follows a sign with his name to a hidden warehouse and is drawn into a dangerous conflict over magical objects.
Why this is here
Characterization labels: bookish protagonist · scientific thinker · logical thinker · curious hero · timid but brave · headstrong girl · skeptical girl · instinctive thinker · villainous mentor · creepy villain · supportive parents · character development
Semantic match: ranked by characterization
Distance: 0.1667
