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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 “underdog” 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 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
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 lonely moon-school student uncovers a hidden garden, secret magic, and a conspiracy tied to Earth’s toxic past.
Why this is here
Characterization labels: misfit · outcast · underdog · reluctant student · brave heroine · curious protagonist · defiant protagonist · socially anxious · prickly · morally gray · determined · strong-willed · awkward · lonely · popular boy · robot sidekick · clone character · elite parents · pressure to succeed · coming-of-age protagonist
Semantic match: ranked by characterization
Distance: 0.1885
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
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 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
