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These books are ranked using the characterization labels extracted for Spark of Pursuit.
Characterization labels used: vigilante heroine, detective hero, heiress, brooding MMC, grumpy MMC, badass FMC, strong FMC, morally grey, broody, hopeless romantic, secretive heroine, loyal side characters, quirky side characters
This does not mean the books share the same plot, setting, quality, or difficulty. It means their characterization embeddings are close.
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: 0.1189
A privileged teen hides storm-linked powers while surviving brutal academy trials and a forbidden attraction in flooded future Manhattan.
Why this is here
Characterization labels: strong FMC · young heroine · brooding MMC · mysterious love interest · privileged protagonist · outcast MMC · secret-keeping heroine · rebellious daughter · protective MMC
Semantic match: ranked by characterization
Distance: 0.1258
In a dystopian underground city, one girl must survive a ritual that decides who gets magic, love, and exile.
Why this is here
Characterization labels: strong FMC · grumpy MMC · broody hero · morally driven heroine · protective heroine · determined heroine · complex characters · found family · comic relief · snarky side characters · animal companions · growth arc
Semantic match: ranked by characterization
Distance: 0.1278
In a tech-banned future Paris, a disguised rescuer and her betrothed hide secrets in a dangerous revolutionary game.
Why this is here
Characterization labels: strong heroine · badass heroine · clever heroine · reckless heroine · underestimated heroine · witty heroine · resourceful heroine · masked vigilante · charming love interest · witty love interest · dangerous villain · insane villain · secretive characters · feminist heroine · smart couple · morally gray characters
Semantic match: ranked by characterization
Distance: 0.1334
After a cheating heartbreak at the start of a zombie outbreak, a woman survives with three protective men and a fragile new chance at love.
Why this is here
Characterization labels: strong FMC · badass heroine · sweet heroine · selfless heroine · protective MMCs · alpha MMCs · germaphobe character · virgin male character · overly protective · tender-hearted family
Semantic match: ranked by characterization
Distance: 0.1371
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: 0.1376
An amnesiac college student in a palace discovers she may be a legendary leader’s lost self as war closes in.
Why this is here
Characterization labels: strong FMC · badass FMC · vulnerable heroine · morally grey MMC · charming MMC · possessive MMC · he falls first · flawed characters · traumatized characters · family-centered character arcs
Semantic match: ranked by characterization
Distance: 0.1385
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: 0.1388
On the run and haunted by returning memories, Anna must uncover why her past was erased before trust breaks again.
Why this is here
Characterization labels: feisty heroine · reckless heroine · badass heroine · protective leader · broody love interest · snarky character · mysterious character · tortured character · naive character · betrayal-prone character · character growth
Semantic match: ranked by characterization
Distance: 0.1423
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: 0.1425
A wrongfully sentenced prisoner in an underground dystopia must survive a brutal prison and a dangerous guard.
Why this is here
Characterization labels: 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
Semantic match: ranked by characterization
Distance: 0.1426
In a surveillance-driven near future, a determined teen uses a powerful heir to try to rescue her vanished father.
Why this is here
Characterization labels: strong heroine · antiheroine · manipulative protagonist · determined protagonist · flawed heroine · smart heroine · witty heroine · cold-blooded heroine · naive love interest · heir character · hacker side character · protective mother · distant brother · absent father
Semantic match: ranked by characterization
Distance: 0.1437
