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Combine common axes
These books are ranked using the characterization labels extracted for Wally Roux, Quantum Mechanic.
Characterization labels used: teenage genius, boy genius, quirky teen, angsty teen, isolated protagonist, outcast, adopted child, Black teen, single-parent child, scientifically minded
Focused on “emotionally vulnerable” 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 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: 0.1720
A lonely child genius is groomed for villainy at a secret academy, then starts questioning who he is and who to trust.
Why this is here
Characterization labels: child genius · teen prodigy · loner · outsider · hacker · manipulative · morally ambiguous · cold protagonist · sarcastic · socially isolated · criminal mentor · psychologist mentor · evil mastermind · disguise teacher · disability representation
Semantic match: ranked by characterization
Distance: 0.1530
A teen science nerd and his prankster brother fake an alien invasion, and their small-town lie spirals wildly out of control.
Why this is here
Characterization labels: introverted protagonist · science nerd · awkward teen · gay teen · boy genius · prankster brother · supportive parents · neurodivergent-coded protagonist · anxious protagonist · self-focused protagonist · character growth · dry wit
Semantic match: ranked by characterization
Distance: 0.1592
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: 0.1602
Three timelines collide as Earth falls, survivors steal hope from the past, and a mathematician uncovers the pattern.
Why this is here
Characterization labels: teen protagonist · brilliant mathematician · single mother · FBI consultant · angry adolescent · damaged youth · genetically damaged survivors · isolated survivors · leader figure · morally ambiguous characters · introvert
Semantic match: ranked by characterization
Distance: 0.1631
A bullied child genius enters a school for gifted kids and uncovers a terrifying experiment hiding behind its walls.
Why this is here
Characterization labels: gifted child · child genius · bullied child · outcast · sensitive child · single mother · struggling parent · evil scientist · manipulative adult · authority figure abuse · peer friendship · twin characters · child protagonist · young teen protagonist · relatable children
Semantic match: ranked by characterization
Distance: 0.1632
Three teen friends pursue a hidden underground civilization, where a genius’s invention leads them into bigger dangers.
Why this is here
Characterization labels: genius teen · curious protagonist · brash teen · mysterious origin · developing powers · troublemaker · team dynamic · supportive friend
Semantic match: ranked by characterization
Distance: 0.1636
A queer teen uses a time machine to uncover her family’s hidden past and untangle a love story spread across history.
Why this is here
Characterization labels: teen protagonist · adopted child · whiz kid · programmer · scientist parents · AI sidekick · impulsive heroine · headstrong · smart but reckless · emotionally intense · immature teenager · brilliant · queer heroine · love interest · supportive parents · famous parents · fugitive parents
Semantic match: ranked by characterization
Distance: 0.1643
A moon-obsessed teen wins a space suit, then gets swept into a far stranger adventure that tests science and nerve.
Why this is here
Characterization labels: teen protagonist · girl genius · supportive father · eccentric father · smart children · resourceful · self-reliant · brave · ingenious · precocious · methodical · quippy · courage under pressure · tinkerer
Semantic match: ranked by characterization
Distance: 0.1663
A seventh grader’s birthday phone accidentally sends him to 1997, where he must fix time with his genius best friend.
Why this is here
Characterization labels: seventh grader · tween protagonist · boy protagonist · Black girl genius · STEM girl · rapper · aspiring rapper · tech genius · homeschooler · strict parent conflict · supportive adults · bullied kid · rebellious streak · smart kids · curious kid · middle-class family · Black family
Semantic match: ranked by characterization
Distance: 0.1668
A gifted boy enters a retooled Battle School and gets pulled into secrets, sabotage, and leadership trials in space.
Why this is here
Characterization labels: genius child · arrogant protagonist · loner · gifted student · immigrant child · overprotective mother · manipulative adult · mentor figure · team leader · gifted but flawed · unlikable protagonist · reluctant leader
Semantic match: ranked by characterization
Distance: 0.1710
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
