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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 “traumatized” 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.
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
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 traumatized sec-unit runs a rescue mission on a vast torus station, facing humans, kids, and corporate danger.
Why this is here
Characterization labels: socially awkward · anti-social · snarky · traumatized · emotionally evolving · hyper-competent · self-aware · reluctant protector · competent under pressure · grumpy · wary of humans · soft spot for kids · mentor role · rogue construct · free agent
Semantic match: ranked by characterization
Distance: 0.1850
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 rogue SecUnit faces kidnapping, alien threats, and an unexpected AI reunion while trying to keep its humans alive.
Why this is here
Characterization labels: introverted · sarcastic · snarky · grumpy · paranoid · hyper-competent · reluctant protector · emotionally guarded · nonhuman personhood · traumatized · awkward · self-aware · media-obsessed · protective · stubborn · cynical
Semantic match: ranked by characterization
Distance: 0.1934
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
