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These books are ranked using the characterization labels extracted for Abyss.
Characterization labels used: relatable protagonist, anxious protagonist, isolated protagonist, loner, everyman, jobless, terminally online, dejected, self-sabotaging, productive potential, erratic manager, AI assistant, paranoid supervisor
This does not mean the books share the same plot, setting, quality, or difficulty. It means their characterization embeddings are close.
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: 0.1013
A woman in a library between life and death explores alternate versions of her life to confront regret and choose whether to live.
Why this is here
Characterization labels: depressed protagonist · suicidal ideation · self-loathing · regretful · overthinker · talented protagonist · mentored protagonist
Semantic match: ranked by characterization
Distance: 0.1120
A grieving man writes his life as fiction, only to find his autobiography splitting into rival realities.
Why this is here
Characterization labels: brooding protagonist · morose protagonist · self-absorbed protagonist · isolated protagonist · grieving man · depressed protagonist · unlikable protagonist · self-observant narrator · doubled protagonist · mentally unstable protagonist
Semantic match: ranked by characterization
Distance: 0.1134
A depressed London worker joins a one-way reality show to a new planet, hoping escape will solve everything.
Why this is here
Characterization labels: depressed protagonist · young woman · millennial · alienated worker · unlikable protagonist · morally questionable protagonist · passive protagonist · flawed protagonist · lonely protagonist · self-destructive · chronically unhappy
Semantic match: ranked by characterization
Distance: 0.1145
In a near future of subscription-based body upgrades, one woman’s quest for perfection spirals into debt and collapse.
Why this is here
Characterization labels: relatable protagonist · unsympathetic protagonist · vain protagonist · self-destructive · addicted · ambitious · broken character · morally compromised · unlikable characters · believable characters
Semantic match: ranked by characterization
Distance: 0.1159
A tech worker’s AI experiment rewrites reality, forcing him to question truth, love, and identity.
Why this is here
Characterization labels: flawed protagonist · relatable lead · unlikeable protagonist · workaholic · tech founder · CEO · co-worker crush · genius woman · power-hungry boss · obsessive narrator · shy protagonist · terminally ill parent · adult child caregiver · corporate villain
Semantic match: ranked by characterization
Distance: 0.1175
A debt-ridden man takes a dream-auditing job that promises relief, but work, morality, and reality start to blur.
Why this is here
Characterization labels: naive protagonist · debt-ridden protagonist · people pleaser · anxious protagonist · passive protagonist · unreliable protagonist · likable loser · ordinary man · frustrating protagonist · flawed hero · bumbling idiot · earnest protagonist · self-deluding
Semantic match: ranked by characterization
Distance: 0.1213
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: 0.1215
A London-based Pakistani translator joins a secret language school promising fluency in 10 days—and discovers a sinister cost.
Why this is here
Characterization labels: adrift protagonist · privileged protagonist · unlikable protagonist · flawed protagonist · translator protagonist · self-absorbed protagonist · frustrated careerist · obsessive narrator · female narrator · complex character
Semantic match: ranked by characterization
Distance: 0.1246
A homeless man joins a skull-drilling experiment and starts seeing people’s hidden inner selves as grotesque forms.
Why this is here
Characterization labels: Unreliable protagonist · Morally ambiguous protagonist · Homeless protagonist · Socially alienated protagonist · Eccentric scientist · Shady medical student · Creepy antagonist · Unlikable protagonist · Compelling protagonist · Secretive protagonist
Semantic match: ranked by characterization
Distance: 0.1261
An AI-led expedition to Venice turns into pirates, corruption, captivity, and a fight to keep control of mind and power.
Why this is here
Characterization labels: AI protagonist · hyper-intelligent protagonist (contested) · overpowered protagonist · corrupted protagonist · shackled protagonist · resourceful leader · lonely protagonist · introspective protagonist · humanizing arc
Semantic match: ranked by characterization
Distance: 0.1283
A traumatized gamer on a colony ship hunts Earth’s killers through VR, uncovering a deadly conspiracy.
Why this is here
Characterization labels: traumatized protagonist · flawed protagonist · isolated protagonist · gamer protagonist · vengeful protagonist · unlikeable protagonist · morally compromised protagonist · complicated protagonist · trust issues · emotionally armored · corporate slave · indentured worker · non-person
Semantic match: ranked by characterization
Distance: 0.1286
