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Combine common axes
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
Focused on “self-doubting” 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 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
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 disgraced woman hides on a derelict cryo-ship, only to find the dead, the AI, and the ship itself may not be as dormant as թվում.
Why this is here
Characterization labels: flawed protagonist · runaway · whistleblower · disgraced staffer · paranoid · sleep deprived · desperate · self-doubting · isolated protagonist · mechanic · AI entity
Semantic match: ranked by characterization
Distance: 0.1675
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
