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Combine common axes
These books are ranked using the characterization labels extracted for The Way to the Stars.
Characterization labels used: awkward teen, bright student, genius, nerdy, ambitious, insecure, relatable, quirky, socially awkward, anxious, rebellious, resourceful, sensitive, determined, likable, overachiever, under pressure, promising officer, character study
Focused on “rule-breaker” 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 rebellious teen on doomed Lorien is forced into responsibility as alien invasion shatters his world.
Why this is here
Characterization labels: rebellious teen · rule-breaker · genius rebel · tech-savvy · reluctant mentor · unlikely caretaker · resourceful · surly · cocky · not initially likable · redeemed character arc · young mentor · ordinary-turned-important
Semantic match: ranked by characterization
Distance: 0.1697
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: 0.1528
A lazy New York teen researching smallpox for school thinks he may be infected and spirals into danger.
Why this is here
Characterization labels: slacker · reluctant student · lazy teen · procrastinator · bright student · carefree teen · motivated under pressure · resourceful teen · selfless protagonist · unlikable protagonist · charismatic protagonist · rich kid · prep-school student · brainy student · driven student · supporting characters
Semantic match: ranked by characterization
Distance: 0.1556
A bullied teen in the 1970s discovers nicotine-fueled powers and a death ray, then grapples with what to do with them.
Why this is here
Characterization labels: teen outcast · loner · misfit · socially awkward · antisocial · cynical · angry · self-loathing · misanthropic · unreliable · awkward teen · bully target · vigilante antihero · insecure · introspective · pathetic men · adult failure
Semantic match: ranked by characterization
Distance: 0.1572
A teenage gamer is recruited into a futuristic war program where brain tech, VR combat, and corporate power collide.
Why this is here
Characterization labels: underdog · teen boy · gamer · loner · impulsive · sarcastic · stubborn · underachiever · gifted student · headstrong · awkward teen · genius gamer · rival figure
Semantic match: ranked by characterization
Distance: 0.1595
A Marvel fangirl is dropped into the Marvel Universe and uses comic knowledge, chaos, and a costume to survive.
Why this is here
Characterization labels: fangirl · teen girl · reckless · brash · quirky · cute · endearing · competent · inept · chaotic · manic · resourceful · antiheroic · delusional · self-aware · role-seeking · overconfident · martial amateur · kill-happy
Semantic match: ranked by characterization
Distance: 0.1639
A teenage engineering prodigy builds a suit, takes on a legacy, and learns heroism with help from Tony Stark’s AI.
Why this is here
Characterization labels: teenage genius · super-genius · awkward teen · socially challenged · likable heroine · strong-willed · emotionally guarded · resourceful engineer · self-made hero
Semantic match: ranked by characterization
Distance: 0.1671
A gifted but abrasive teen uses his homemade drone to spy on others, then uncovers secrets that turn dangerous.
Why this is here
Characterization labels: gifted teen · arrogant protagonist · unsympathetic lead · socially awkward · technically gifted · moral ambiguity · character development · outsider
Semantic match: ranked by characterization
Distance: 0.1679
A sixteen-year-old’s Greece-bound journey forces her to confront betrayal, desire, family bonds, and forgiveness.
Why this is here
Characterization labels: intelligent teen · sheltered teen · angsty teen · emotionally vulnerable · brilliant older mentor · charming bad boy · medical professional · complex adults · contradictory characters · morally ambiguous adults
Semantic match: ranked by characterization
Distance: 0.1697
In a near-future memory-tech world, a bullied genius gets pulled into a dangerous, obsessive MM romance.
Why this is here
Characterization labels: genius · nerdy · awkward · clumsy · bullied · insecure · self-deprecating · dominant · obsessive · possessive · caretaking · masked figure · protective · traumatized
Semantic match: ranked by characterization
Distance: 0.1713
A quiet teen’s life unravels when strange neighbors arrive next door and pull her into a mythic time-travel mystery.
Why this is here
Characterization labels: 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
Semantic match: ranked by characterization
Distance: 0.1716
A teen empath in high school learns to manage overwhelming feelings while falling for a classmate who quiets the noise.
Why this is here
Characterization labels: empath · athlete · popular teen · jock · nerd · loner · depressed teen · therapist character · sensitive · introverted
Semantic match: ranked by characterization
Distance: 0.1792
