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These books are ranked using the characterization labels extracted for Ruby City.
Characterization labels used: strong FMC, badass FMC, vulnerable heroine, morally grey MMC, charming MMC, possessive MMC, he falls first, flawed characters, traumatized characters, family-centered character arcs
This does not mean the books share the same plot, setting, quality, or difficulty. It means their characterization embeddings are close.
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: 0.0637
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: 0.0747
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: 0.0798
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: 0.1023
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: 0.1029
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: 0.1085
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: 0.1090
In space, a revenge-driven engineer must fake-marry a guarded captain to catch a criminal mastermind aboard his ship.
Why this is here
Characterization labels: badass FMC · strong FMC · smart FMC · engineer FMC · broody MMC · grumpy MMC · possessive MMC · stoic MMC · war hero · former soldier · former spy · covert operative · vulnerable MMC · trauma-shaped characters · flawed characters · reluctant allies
Semantic match: ranked by characterization
Distance: 0.1118
A foster teen with missing memories is pulled into a secret program of weaponized students and a dangerous why-choose bond.
Why this is here
Characterization labels: fierce heroine · smart-mouthed heroine · strong FMC · possessive alpha males · psychotic love interest · broken characters · protective men · alpha males · underdeveloped characters
Semantic match: ranked by characterization
Distance: 0.1255
A secret warrior running a pizza shop is dragged into a dystopian power struggle between a prince, a warlord, and hidden city secrets.
Why this is here
Characterization labels: strong FMC · badass heroine · warrior heroine · centenarian protagonist · immortal protagonist · morally grey MMC · flamboyant MMC · vulnerable MMC · feminine MMC · flirtatious MMC · bubbly prince · elderly-looking-young acting heroine · fierce protagonist · reluctant hero · secret warrior · pizza-loving protagonist · emotionally conflicted protagonist
Semantic match: ranked by characterization
Distance: 0.1257
A war-torn political marriage pushes two rivals toward reunion, betrayal, and a final choice between duty and desire.
Why this is here
Characterization labels: morally gray characters · powerful FMC · powerful MMC · pathetic MMC · broody hero · strong female lead · wounded hero · redemption arc · character growth · self-sacrificing
Semantic match: ranked by characterization
Distance: 0.1299
A deadly-touch teen becomes a weapon to a regime, then fights to reclaim her power and freedom amid romance and rebellion.
Why this is here
Characterization labels: strong FMC · fragile heroine · badass heroine · isolated protagonist · morally gray hero · cold love interest · protective love interest · funny side character · comic relief · complex characters · character development · character growth · emotionally damaged · obsessive love interest · supportive friend · villain to love interest · redemption arc · powerful heroine
Semantic match: ranked by characterization
Distance: 0.1305
