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Combine common axes
These books are ranked using the characterization labels extracted for Us Dark Few.
Characterization labels used: prisoner heroine, guard captain, brooding MMC, strong-willed FMC, morally gray MMC, stubborn heroine, reclusive male lead, mysterious male lead, resourceful heroine, mentally resilient heroine, protective hero, wounded heroine, reliable FMC, broody hero
Focused on “trained fighter” 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.
After escaping prison, Khalani and her crew cross a deadly wasteland toward another city, where danger and desire collide.
Why this is here
Characterization labels: strong FMC · broody MMC · protective hero · traumatized heroine · morally gray love interest · touch-her-and-die male lead · found family leader · trained fighter · resilient protagonist · emotionally guarded
Semantic match: ranked by characterization
Distance: 0.1028
Exiled to a deadly island prison, a defiant woman must survive rival factions, hidden science, and forbidden attraction.
Why this is here
Characterization labels: strong heroine · badass FMC · resilient heroine · stubborn heroine · smart heroine · rebellious heroine · morally gray MMC · broody MMC · possessive MMC · protective leader · secretive character · emotionally detached · strong-willed · survival driven · righteous heroine
Semantic match: ranked by characterization
Distance: 0.0740
A hidden psychic is forced into enemy training and must survive deception, danger, and forbidden attraction.
Why this is here
Characterization labels: strong FMC · badass heroine · reckless heroine · impulsive heroine · cunning protagonist · powerful heroine · brooding MMC · alpha hero · morally gray lead · mysterious love interest · commanding officer · elite recruit · hidden motives
Semantic match: ranked by characterization
Distance: 0.0984
A captain’s rescue mission to post-apocalyptic Earth leads her into a dangerous bond with a feared naga outsider.
Why this is here
Characterization labels: strong heroine · competent captain · broody hero · scarred hero · damaged hero · morally gray hero · misunderstood hero · lonely hero · protective hero · patient hero · possessive hero · alpha male · leader heroine · survivor · team leader · soldier heroine · tortured hero
Semantic match: ranked by characterization
Distance: 0.1006
A kidnapped shapeshifter unleashes chaos on an alien ship, then faces war, mates, and a dangerous path home.
Why this is here
Characterization labels: strong FMC · murderous heroine · morally gray heroine · protective heroine · snarky heroine · overpowered heroine · violent heroine · muscular heroine · bighearted heroine · supportive MMC · protective MMC · honorable hero · alien general · bloodthirsty heroine · unhinged FMC · side character ensemble · female crew
Semantic match: ranked by characterization
Distance: 0.1182
A pizza-loving hybrid fights betrayal, genetic experiments, and city power struggles to protect her family and future.
Why this is here
Characterization labels: strong FMC · badass heroine · morally gray MMC · flamboyant MMC · warrior protagonist · resourceful protagonist · protective mother · pregnancy arc · traumatized character · emotionally complex characters · hybrid protagonist · independent heroine
Semantic match: ranked by characterization
Distance: 0.1201
A memory-scrambled Psy woman lands on a guarded leader’s doorstep, and both must decide whether she’s a threat or salvation.
Why this is here
Characterization labels: alpha hero · ruthless protector · controlling hero · damaged heroine · fragile heroine · resilient heroine · amnesiac protagonist · morally gray hero · hard-edged leader · survivor heroine · possessive hero · touch-starved heroine · cold strategist · emotionally guarded
Semantic match: ranked by characterization
Distance: 0.1204
Three uneasy allies must navigate sentient starships, political fallout, and a mysterious signal threatening humanity.
Why this is here
Characterization labels: rogue · exile · commander · admiral · outcast · rule-follower · duty-bound · fierce heroine · strong female leads · morally gray character · flawed protagonists · reluctant leader · cinnamon roll MMC · broody MMC · ambitious character
Semantic match: ranked by characterization
Distance: 0.1217
A poisoned spy infiltrates a powerful enhanced super-soldier’s circle and falls for the one man she can’t kill.
Why this is here
Characterization labels: assassin FMC · spy FMC · morally gray FMC · badass heroine · touch-starved heroine · vulnerable heroine · super soldier MMC · morally gray MMC · obsessive MMC · possessive MMC · enhanced soldier · weaponized character · lonely character · traumatized characters · evil scientist
Semantic match: ranked by characterization
Distance: 0.1256
In a ruined Earth ruled by aliens, a fierce human fights to survive while forced into uneasy alliance with a dangerous immortal enemy.
Why this is here
Characterization labels: strong heroine · badass heroine · survivor · traumatized heroine · resourceful heroine · protective hero · possessive hero · alien hero · consent-aware hero · bitterness · loyalty · stubbornness · vulnerability · resilience · competence · morally gray side character
Semantic match: ranked by characterization
Distance: 0.1272
A falsely accused young woman is branded and sent to a brutal prison city, where survival and forbidden love collide.
Why this is here
Characterization labels: strong heroine · survivor · badass heroine · guard · protective hero · broody hero · sadistic ruler · corrupt guards · abused heroine · tough heroine · comic relief pet · overprotective brother · morally good guard
Semantic match: ranked by characterization
Distance: 0.1277
A survivor in a ruined world must free a captured dragon by bonding with him, turning rescue into a dangerous romance.
Why this is here
Characterization labels: strong heroine · independent heroine · survivor heroine · badass heroine · virgin heroine · loner heroine · practical heroine · protective hero · possessive hero · sweet hero · sweetheart hero · alpha hero · morally gray villain · damaged hero · intelligent heroine · self-reliant heroine · capable heroine · fighter heroine
Semantic match: ranked by characterization
Distance: 0.1284
