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These books are ranked using the characterization labels extracted for Working Stiff.
Characterization labels used: ex-military heroine, funeral director, reluctant pawn, quiet strength, stubborn heroine, resourceful heroine, corporate executive, security agent, morgue attendant, secondary character ensemble
This does not mean the books share the same plot, setting, quality, or difficulty. It means their characterization embeddings are close.
An ex-Marine turned salvager is pulled back into danger when pirates kidnap her partner and threaten known space.
Why this is here
Characterization labels: badass heroine · female protagonist · ex-military · competent protagonist · traumatized veteran · survival instinct · strong-willed · resilient · single-minded · supporting ensemble · antagonist cruelty · former comrades
Semantic match: ranked by characterization
Distance: 0.1751
A newly promoted starship captain is exiled to a neglected frontier station, where competence, politics, and war collide.
Why this is here
Characterization labels: competent heroine · female commander · military officer · tactical genius · stoic protagonist · honorable protagonist · overachiever · crew ensemble · aristocratic rivals · bureaucratic antagonists
Semantic match: ranked by characterization
Distance: 0.1886
A French medic is dropped into a deadly magic wasteland and must level up, survive undead, and find civilization.
Why this is here
Characterization labels: female medic · soldier · combat medic · competent protagonist · wisecracking protagonist · hard-bitten heroine · practical heroine · antihero · flawed hero · badass female lead · vengeful protagonist · strong female lead · underdog · chosen one · villainous side
Semantic match: ranked by characterization
Distance: 0.1898
A stranded gunnery sergeant wakes on an enemy AI ship centuries later while her brother hunts her across a fractured star empire.
Why this is here
Characterization labels: strong female lead · military officer · gunnery sergeant · younger brother · Keeper · sentient AI · rogue AI · spy · smuggler · thief · criminal · disabled protagonist · amputee · snarky protagonist · competent protagonist · reckless protagonist · political character
Semantic match: ranked by characterization
Distance: 0.1899
Eren’s shocking new Titan power makes him humanity’s hope—and its most frightening threat.
Why this is here
Characterization labels: Reluctant weapon · Strategist · Loyal protector · Badass heroine · Cowardly analyst · Military commander · Mysterious power-holder · Undersold character
Semantic match: ranked by characterization
Distance: 0.1912
An all-female X-Men team forms around Jubilee’s mysterious baby as an old enemy warns of a world-threatening invasion.
Why this is here
Characterization labels: team leader · reluctant leader · maternal arc · returning favorite · strong female ensemble · experienced veteran · morally conflicted · underdeveloped villain · no-nonsense hero
Semantic match: ranked by characterization
Distance: 0.1914
A junior space navy officer survives mutiny and court-martial, then faces new danger while confronting buried trauma.
Why this is here
Characterization labels: competent heroine · stoic heroine · junior officer · maintenance specialist · reluctant hero · traumatized protagonist · self-doubting · grows into leadership · engineer protagonist · strong female lead · capable women · military women · villainous officers · supporting crew
Semantic match: ranked by characterization
Distance: 0.1919
On the run after escaping captivity, Rhine and Gabriel face new horrors while racing toward Manhattan and a missing brother.
Why this is here
Characterization labels: strong heroine · resourceful heroine · determined heroine · male love interest · morally cruel antagonist · cunning antagonist · secondary character ensemble
Semantic match: ranked by characterization
Distance: 0.1919
An immortal warrior stranded in space races for survival as a rescue mission sparks danger, banter, and romance.
Why this is here
Characterization labels: strong female lead · warrior heroine · immortal heroine · brave heroine · funny heroine · positive heroine · protective leader · strong silent hero · respectful hero · alpha hero · crew ensemble · secondary characters
Semantic match: ranked by characterization
Distance: 0.1933
A short companion novella follows Raven after the auction, revealing her brutal life inside the Countess’s palace.
Why this is here
Characterization labels: defiant heroine · resilient heroine · strong-willed · brave protagonist · victimized protagonist · compelling secondary character · morally cruel antagonist · fighter
Semantic match: ranked by characterization
Distance: 0.1942
An abducted Earth woman is rescued into a tense alien war and must fight for survival, agency, and trust.
Why this is here
Characterization labels: strong heroine · plucky heroine · capable heroine · resourceful heroine · determined heroine · honorable hero · protective hero · sentient AI · thinking system · large ensemble cast · secondary character friction
Semantic match: ranked by characterization
Distance: 0.1955
Returning home to face buried secrets and a dangerous rite, Kira must protect her loved ones and survive betrayal.
Why this is here
Characterization labels: badass heroine · strong heroine · underdog · chosen one · sacrificial protagonist · loyal protagonist · stubborn protagonist · damaged protagonist · suspicious protagonist · snarky heroine · silent warrior · protective hero · comic relief sidekick · large ensemble · deep secondary cast
Semantic match: ranked by characterization
Distance: 0.1963
