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These books are ranked using the characterization labels extracted for Wake.
Characterization labels used: teenage girl, math prodigy, blind protagonist, smart teen, genius child, autistic father, Japanese scientist, hacker, research chimpanzee, emergent intelligence, sympathetic protagonist, female protagonist
Focused on “hacker” 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 girl in witness protection races to save her missing parents and uncover the truth about her hidden past.
Why this is here
Characterization labels: female protagonist · clever protagonist · resourceful protagonist · curious protagonist · smart girl · young teen protagonist · computer whiz · hacker · foster kid · scientist parent · mysterious handler · untrustworthy adult · loyal friend · brave kids
Semantic match: ranked by characterization
Distance: 0.1240
Two teens enter patients’ nightmares to cure fear, but a new case and hidden secrets threaten their fragile team.
Why this is here
Characterization labels: teen protagonists · scientist mentor · adopted child · amnesiac protagonist · disabled protagonist · brave · curious · secretive adults · troubled children
Semantic match: ranked by characterization
Distance: 0.1303
An amnesiac teen follows clues in his backpack to uncover his identity, and a secret experiment tied to his forgotten past.
Why this is here
Characterization labels: teen protagonist · hacker · naive protagonist · resourceful protagonist · suspicious protagonist · helpful girl · antagonists · flat secondary characters · moral ambiguity
Semantic match: ranked by characterization
Distance: 0.1623
A runaway girl with hidden brain secrets and a deadly virus crisis threaten the balance of a posthuman interstellar network.
Why this is here
Characterization labels: teenage protagonist · runaway heroine · hacker · programmer · scientist · guild pilot · security expert · genius hacker · multiple personalities · autistic character · neurodivergent characters · eccentric hackers · complex characters
Semantic match: ranked by characterization
Distance: 0.1636
A teen math prodigy’s attempt to regain her gift spirals into a hacked mission, a Tunisia chase, and a dangerous love triangle.
Why this is here
Characterization labels: teen prodigy · math genius · fearless heroine · determined heroine · overprotective father · mysterious hacker · genius team · gifted kids · bodyguard · heroic characters · impulsive heroine
Semantic match: ranked by characterization
Distance: 0.1366
A teen aspiring scientist on a stranded alien colony uncovers buried truths about her world, her family, and peace on Faloiv.
Why this is here
Characterization labels: aspiring scientist · teen protagonist · curious heroine · determined heroine · logical characters · competitive students · black girl in STEM · hacker · best friend · scientist parents · extremist leader · character-driven
Semantic match: ranked by characterization
Distance: 0.1688
After a crash leaves her near death, a teen wakes in a chimp body and must navigate identity, ethics, and survival.
Why this is here
Characterization labels: teen girl protagonist · adaptable protagonist · brave protagonist · highly intelligent protagonist · socially intelligent protagonist · scientist father · concerned mother · animal researcher · media target · celebrity subject · experimental subject
Semantic match: ranked by characterization
Distance: 0.1409
In a futuristic Manhattan tower, five teens’ secrets and rivalries spiral toward a death from the highest floor.
Why this is here
Characterization labels: teenagers · rich kids · poor kids · hacker · tech genius · genetically engineered girl · recovering addict · party girl · best friends · outsider · spoiled youth · highlier · secretive characters · ambitious characters
Semantic match: ranked by characterization
Distance: 0.1750
A teenage hacker with a new family must stop the criminal mastermind who raised him before targeted attacks destroy everything he loves.
Why this is here
Characterization labels: child genius · boy genius · hacker · prodigy · criminal mastermind · abusive mentor · adopted teen · paranoid protagonist · protective protagonist · morally conflicted · proactive hero · obsessive fixer · disabled character
Semantic match: ranked by characterization
Distance: 0.1768
In a foodless future, a privileged teen begins feeling hunger and joins a hidden fight to bring real food back.
Why this is here
Characterization labels: privileged protagonist · teen heroine · hacker · rebellious girl · naive protagonist · young love interest · unreliable love interest · privileged love interest · rebel leader · scientist parents · best friend support · grandmother mentor
Semantic match: ranked by characterization
Distance: 0.1772
Two teens uncover hidden truths about their births and identities while fleeing extremists and a secret genetic conspiracy.
Why this is here
Characterization labels: teen protagonists · female insecurity · bullied girl · self-esteem issues · awkward boy · curious protagonist · determined protagonist · character growth · coming of age · villainous scientist · evil scientist · bodyguard · hacker friend · secondary cast
Semantic match: ranked by characterization
Distance: 0.1495
A 15-year-old boy wakes up invisible and teams with a blind girl while his family races to explain and reverse it.
Why this is here
Characterization labels: teen protagonist · relatable teen · sarcastic teen · angsty teen · physicist parent · blind girl · independent girl · supportive parents · smart parent · quick-thinking protagonist · emotionally controlled narrator · mature growth arc
Semantic match: ranked by characterization
Distance: 0.1540
