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Combine common axes
These books are ranked using the characterization labels extracted for Suicide Club.
Characterization labels used: flawed protagonist, unlikeable protagonist, successful trader, model citizen, obsessive overachiever, complex female lead, morose character, violent tendencies, relatable protagonist (mixed)
This does not mean the books share the same plot, setting, quality, or difficulty. It means their characterization embeddings are close.
Ten years later, Linden Avery is pulled back into the Land, where a child’s peril and old evils force a new quest.
Why this is here
Characterization labels: flawed protagonist · self-doubting · self-loathing · antihero · heroic heroine · reluctant protagonist · complex characters · unlikeable protagonist · psychologically conflicted · leader
Semantic match: ranked by characterization
Distance: 0.1053
A wealthy collector buys alien pets for amusement, only to provoke a terrifying rise of worship, war, and revenge.
Why this is here
Characterization labels: unlikeable protagonist · villain protagonist · wealthy businessman · jaded protagonist · narcissistic · sadistic · egomaniac · cruel · detestable · god complex · flawed character · psychopathic
Semantic match: ranked by characterization
Distance: 0.1140
A rideshare driver takes a lucrative, off-the-grid cross-country job guarding a mysterious black box, and the internet spirals.
Why this is here
Characterization labels: unlikable protagonist · anxious protagonist · misogynistic protagonist · terminally online characters · eccentric misfits · lonely losers · flawed characters · wisecracking characters · charismatic woman · retired investigator
Semantic match: ranked by characterization
Distance: 0.1254
A queer horror novella where a reunion with an ex turns into a week of obsession, shifting reality, and self-destruction.
Why this is here
Characterization labels: obsessive protagonist · toxic exes · flawed characters · unreliable protagonist · desperate narrator · possessive behavior · mutually destructive pair · messy characters
Semantic match: ranked by characterization
Distance: 0.1257
A dying screenwriter becomes obsessed with an actress's photograph and tries to reach her across time.
Why this is here
Characterization labels: dying protagonist · obsessive protagonist · screenwriter · actress · romantic lead · flawed narrator · distant love interest · villainous manager
Semantic match: ranked by characterization
Distance: 0.1286
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: 0.1314
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: 0.1315
In a post-death future, a Disney World ride manager fights to preserve the park’s old magic against a technological takeover.
Why this is here
Characterization labels: annoying protagonist · stubborn protagonist · disagreeable protagonist · immortal characters · unlikeable characters · underdeveloped characters · petty characters
Semantic match: ranked by characterization
Distance: 0.1317
A power-growing guild faces enemies, scarcity, and a ruthless choice as Joe pushes toward the next stage.
Why this is here
Characterization labels: overpowered protagonist · introvert protagonist · bookworm protagonist · eccentric protagonist · scatterbrained protagonist · socially awkward protagonist · ruthless side
Semantic match: ranked by characterization
Distance: 0.1328
A man exiled to a brutal alien prison for forbidden love must navigate a fractured, mythic story of obsession and escape.
Why this is here
Characterization labels: anti-hero · unlikable protagonist · obsessive protagonist · morally compromised protagonist · psychologically disturbed · delusion-prone · selfish · manipulative · betrayer · strong female characters
Semantic match: ranked by characterization
Distance: 0.1331
A sloth-burdened scammer in Johannesburg is pulled into a missing-person case that exposes crime, magic, and hidden guilt.
Why this is here
Characterization labels: flawed heroine · antiheroine · cynical protagonist · resourceful protagonist · recovering addict · con artist · former journalist · socially ostracized · morally ambiguous
Semantic match: ranked by characterization
Distance: 0.1352
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: 0.1370
