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These books are ranked using the characterization labels extracted for All That We See or Seem.
Characterization labels used: hacker protagonist, loner, reclusive, resourceful, brilliant, traumatized past, paranoid, awkward with people, young woman, teen prodigy, flawed protagonist, competent lead, antagonists as caricatures, cartoonish villains
This does not mean the books share the same plot, setting, quality, or difficulty. It means their characterization embeddings are close.
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: 0.1200
On the run from a powerful game company, Simon and friends dive back into VR as reality begins to fracture.
Why this is here
Characterization labels: teen protagonist · flawed protagonist · maturing protagonist · traumatized protagonist · hacker character · tech genius · evil conglomerate · secretive ally · romantic interest · sentient nonhuman characters · antagonistic friend · supportive side character
Semantic match: ranked by characterization
Distance: 0.1250
A hacker discovers reality is editable code, then escapes to medieval England to reinvent himself as a wizard.
Why this is here
Characterization labels: hacker protagonist · geek protagonist · immature protagonist · likable mentor · cranky mentor · awkward protagonist · self-centered protagonist · antiheroic lead · villainous antagonist · caricatured supporting cast
Semantic match: ranked by characterization
Distance: 0.1279
A snarky teen follows her archaeologist parents through time-skewed space to solve a mystery tied to alien terracotta warriors.
Why this is here
Characterization labels: teen protagonist · snarky heroine · illegal hacker · brave heroine · competent teen · troublemaker · relatable protagonist · headstrong · curious · resourceful · tenacious · authority issues · young love interest · security officer · archaeologist parents · supportive adults · flawed adults · chaotic good
Semantic match: ranked by characterization
Distance: 0.1365
A bored cyberpunk hacker is blackmailed into one last space-station heist that drags her into her own past.
Why this is here
Characterization labels: hacker · legendary hacker · superhacker · modded human · bored protagonist · loner · gifted kid · traumatized protagonist · morally gray protagonist · people-pleaser · self-doubting · resourceful · competent crew · female-led cast · nonbinary love interest · villainous men
Semantic match: ranked by characterization
Distance: 0.1399
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: 0.1399
A Loric hacker pilots a second escape ship from doomed Lorien, uncovering the hidden fate of Earth-bound survivors.
Why this is here
Characterization labels: hacker · pilot · loner · resourceful · competent · revolutionary · disaffected · bitter · protective · survivor · secret keeper · new character · side character · mentor figure · emotional
Semantic match: ranked by characterization
Distance: 0.1415
A teen hacker on the run joins forces with a rich-boy hacktivist to expose a deadly conspiracy targeting forgotten kids.
Why this is here
Characterization labels: female hacker · resourceful heroine · strong female protagonist · underdog · orphan · foster kid · runaway teen · privileged hacker · vigilante hacker · vulnerable heroine · introverted · self-reliant
Semantic match: ranked by characterization
Distance: 0.1489
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: 0.1497
A young hacker must leak a trove of explosive secrets without exposing himself or ruining a political campaign.
Why this is here
Characterization labels: teen hacker · young adult protagonist · political radicalization · traumatized protagonist · cautious protagonist · matured protagonist · ideological characters · supportive girlfriend · independent candidate
Semantic match: ranked by characterization
Distance: 0.1517
A rogue security unit races home to rescue a respected human ally while evading a powerful corporation.
Why this is here
Characterization labels: snarky protagonist · introverted protagonist · socially anxious · paranoid attention to detail · competent hero · self-aware AI · emotional growth · antihero to hero · autonomous construct · tactical genius · technical genius · self-deprecating · relatable outsider
Semantic match: ranked by characterization
Distance: 0.1528
A lonely job-seeker enters a nearly empty office job that hides a surreal, AI-driven corporate nightmare.
Why this is here
Characterization labels: relatable protagonist · anxious protagonist · isolated protagonist · loner · everyman · jobless · terminally online · dejected · self-sabotaging · productive potential · erratic manager · AI assistant · paranoid supervisor
Semantic match: ranked by characterization
Distance: 0.1542
In 2089 Dhaka, a teen hacker and a head-collecting enforcer are pulled into a clash of djinn, AI, and corporate survival.
Why this is here
Characterization labels: teen hacker · hacker savant · snarky protagonist · overprivileged protagonist · geek protagonist · bullied teen · mercenary · golem · djinn · AI characters · elite hacker collective · crime syndicate affiliate · coming-of-age protagonist · female hacker
Semantic match: ranked by characterization
Distance: 0.1550
A hedge-fund prodigy who can freeze time discovers others like him and is pulled into a hidden psychic conflict.
Why this is here
Characterization labels: cocky protagonist · arrogant protagonist · shallow protagonist · likeable protagonist · feisty heroine · angry heroine · revenge-driven · sidekick · hacker · scientist · mobsters · gifted youths · morally grey protagonist · genius image · self-centered protagonist
Semantic match: ranked by characterization
Distance: 0.1551
A teen pack with dangerous powers investigates a school kidnapping while their own secrets and bonds begin to unravel.
Why this is here
Characterization labels: teen protagonists · gifted teens · outcast group · pack dynamic · impulsive leader · brilliant protagonist · comic relief · brooding boy · resourceful hacker · protective love interest · antagonistic socialite · ruthless villain · secretive investigator · female friend
Semantic match: ranked by characterization
Distance: 0.1559
A teenage thief-in-training sets out to master crime, finds a mentor, and becomes the Stainless Steel Rat.
Why this is here
Characterization labels: smart protagonist · teen protagonist · antihero · rogue · con man · thief · master criminal · lovable rogue · precocious · morally selective · pacifistic · audacious · competent beyond years · mentor figure
Semantic match: ranked by characterization
Distance: 0.1567
A hacked-and-haunted hero races through a virus-ravaged future to stop a new power struggle over life, death, and control.
Why this is here
Characterization labels: hacker protagonist · coder protagonist · morally gray characters · anti-hero · strong female lead · genius character · ruthless character · ambitious prodigy · lab-made humans · clone characters
Semantic match: ranked by characterization
Distance: 0.1568
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: 0.1569
Two teens with cyber-powered abilities connect online and are pulled into a fight that could save—or doom—the world.
Why this is here
Characterization labels: teen outsider · nerd protagonist · YouTube wannabe · hacker heroine · isolated girl · controlling father · cyberkinetic hero · ordinary boy with powers · lonely protagonist · insecure protagonist · relatable hero
Semantic match: ranked by characterization
Distance: 0.1614
A rookie gamer enters a VR game tied to alien politics, where leveling up could decide Earth’s fate.
Why this is here
Characterization labels: inept protagonist · naive protagonist · overpowered protagonist · gamer protagonist · tech genius · AI-assisted hero · bumbling hero · underprepared newcomer · self-reliant growth
Semantic match: ranked by characterization
Distance: 0.1621
An orphaned teen trains as an imperial mecha pilot, only to uncover buried truths that pit loyalty against her past.
Why this is here
Characterization labels: orphan protagonist · outsider protagonist · ambitious protagonist · flawed protagonist · brainy friend · rival bully · class clown · hacker friend · sapphic protagonist · nonbinary side characters · teen protagonists · elite pilot · chosen pilot
Semantic match: ranked by characterization
Distance: 0.1627
A teen in a space colony is pulled into a brutal interstellar war when he stumbles into a prototype mecha.
Why this is here
Characterization labels: teen protagonist · young pilot · civilian turned soldier · hacker · archetypal characters · complex protagonist · arrogant protagonist · villainous rival · supporting cast · good and evil
Semantic match: ranked by characterization
Distance: 0.1629
A broke teen hacker lands in a viral VR tournament and is hired to spy from inside a game with deadly secrets.
Why this is here
Characterization labels: teen hacker · bounty hunter · morally gray · broke protagonist · strong heroine · spunky heroine · flawed heroine · genius hacker · young billionaire · brooding love interest · mysterious mastermind · diverse cast · disabled side character · LGBTQ side characters · competent team
Semantic match: ranked by characterization
Distance: 0.1630
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: 0.1634
