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Combine common axes
These books are ranked using the characterization labels extracted for Incursion.
Characterization labels used: broken hero, disabled protagonist, retired hunter, ex-soldier, ex-pilot, mercenary captain, fallen warrior, prickly antihero, confident flirt, mystery figure, strong female supporting character, morally ambiguous characters
This does not mean the books share the same plot, setting, quality, or difficulty. It means their characterization embeddings are close.
A world-saving adventurer tries to quit destiny by killing her fairy godmother and claiming an ordinary life.
Why this is here
Characterization labels: female hero · snarky heroine · hyper-competent protagonist · burned-out protagonist · reluctant adventurer · flawed heroine · badass woman · detective · martial artist · sidekick
Semantic match: ranked by characterization
Distance: 0.1544
An oppressed empire, a metal-powered magic system, and a rebellion that unravels into deeper secrets across three books.
Why this is here
Characterization labels: strong heroine · thieving crew · rogue heroes · immortals · flawed characters · matured protagonist · depressed character arc · idealistic leader
Semantic match: ranked by characterization
Distance: 0.1575
In a brutal post-apocalyptic sequel, divided survivors face machines, skinwalkers, and a power struggle for the islands.
Why this is here
Characterization labels: gruff hero · wounded leader · aging protagonist · female warrior · loyal crew · complex characters · flawed characters · badass women · villainous leaders · humanized antagonists
Semantic match: ranked by characterization
Distance: 0.1604
A battered ex-soldier returns home, only to be pulled into court intrigue, divine schemes, and a kingdom’s curse.
Why this is here
Characterization labels: broken hero · middle-aged protagonist · traumatized protagonist · disabled protagonist · reluctant hero · loyal servant · humble hero · introspective protagonist · thoughtful hero · self-sacrificing · mature protagonist · strong female lead · feisty heroine · politically savvy heroine · well-rounded cast · villainous nobility · complex antagonists · mentor hero · unlikely hero
Semantic match: ranked by characterization
Distance: 0.1626
As Earth is thrown into a second apocalypse, Jessica must choose between rescuing the people she loves and saving humanity.
Why this is here
Characterization labels: female protagonist · war veteran · marine veteran · amputee protagonist · complex heroine · strong women · genius billionaire · villain · mysterious characters · capable side characters
Semantic match: ranked by characterization
Distance: 0.1632
A cloned assassin hunts the woman he loves while rebellion and Vader collide in a high-action Star Wars tie-in.
Why this is here
Characterization labels: overpowered protagonist · clone protagonist · tormented hero · antihero · damaged villain · determined rebel · supportive female lead · blind mentor · bounty hunter
Semantic match: ranked by characterization
Distance: 0.1650
An alien commander rescues kidnapped humans, but his fated bond with one captive forces a choice between duty and love.
Why this is here
Characterization labels: cold hero · grumpy hero · alpha male · sunshine heroine · strong heroine · feisty heroine · broken hero · traumatized characters · self-sacrificing heroine · emotionally distant hero · competent commander · resilient survivor
Semantic match: ranked by characterization
Distance: 0.1666
A deadly assassin begins to question his conditioning and must flee into a dangerous new life hunting monsters.
Why this is here
Characterization labels: flawed protagonist · broken hero · badass hero · assassin · monster hunter · chosen enforcer · morally conflicted · redemption-seeking · sarcastic hero · antihero · undercover competence
Semantic match: ranked by characterization
Distance: 0.1677
A half-demon necromancer bounty hunter hunts a psychic killer while being dragged back into her darkest past.
Why this is here
Characterization labels: female bounty hunter · necromancer · half-demon · grieving protagonist · traumatized heroine · workaholic · angsty protagonist · tortured past · strong heroine · morally compromised
Semantic match: ranked by characterization
Distance: 0.1716
A disgraced empire sends a broken soldier, a monk-turned-con artist, and a priest into dangerous quests to avert collapse.
Why this is here
Characterization labels: broken warrior · redemption arc · disgraced commander · fiery protagonist · elite soldier · thief turned monk · monk turned con artist · priest of love · traumatized characters · morally gray characters · strong female lead · complex characters
Semantic match: ranked by characterization
Distance: 0.1733
Batman is broken by Bane and forced to confront who should wear the cowl while Gotham remains under threat.
Why this is here
Characterization labels: broken hero · vigilante · strategic villain · antihero successor · brooding hero · obsessive hero · introspective protagonist · cunning antagonist · mentally unstable successor · legacy-driven hero
Semantic match: ranked by characterization
Distance: 0.1736
A fighter pilot returns to an imperial stronghold to find her missing daughter, but war secrets and crew trouble derail the trip.
Why this is here
Characterization labels: fighter pilot · captain · cyborg · engineer · doctor · former soldier · quippy heroine · snarky protagonist · competent female lead · morally conflicted · socially awkward · honorable warrior · pessimistic engineer · mismatched ensemble · under-resourced heroes · flawed characters · endearing characters
Semantic match: ranked by characterization
Distance: 0.1737
