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These books are ranked using the characterization labels extracted for Nova.
Characterization labels used: young cadet, royal heir, mechanic heroine, sassy droid, thrill-seeker, loyal friend, jealous rival, secret identity, hidden bloodline, moral strength, adventure-loving prince, smart female secondary character
This does not mean the books share the same plot, setting, quality, or difficulty. It means their characterization embeddings are close.
An omnibus of the original Star Wars film novelizations, with familiar saga beats plus extra scenes and character interiority.
Why this is here
Characterization labels: young hero · rebel leader · smuggler · princess · mentor · dark lord · droids · wise trainer · loyal companion · gambler · headstrong · wise · redemption-focused · layered character · character growth · empathic interiority
Semantic match: ranked by characterization
Distance: 0.2079
Two companion novellas revisit the Selection world through the backstories of Amberly and Marlee.
Why this is here
Characterization labels: queen · king · princess candidate · young heroine · submissive heroine · sweet heroine · strict ruler · secondary character backstory · young couple
Semantic match: ranked by characterization
Distance: 0.2084
A spy-turned-royal must rescue her prince, survive betrayal, and decide whether love can outlast a revolution.
Why this is here
Characterization labels: female lead · spy protagonist · resourceful heroine · clever heroine · teen protagonist · crowned prince · clueless prince · manipulated protagonist · female ruler · rebellion leader · supportive friend · assertive princess · villainous queen · scheming antagonist · victim-heroine
Semantic match: ranked by characterization
Distance: 0.2091
In a future Earth remade by apocalypse and magic, two royal teens journey to save their world from rising darkness.
Why this is here
Characterization labels: young heroine · young prince · gifted caster · magic student · warrior prince · future queen · royal heir · strong female lead · unlikely hero team · likable leads · character growth
Semantic match: ranked by characterization
Distance: 0.2201
A dying alien warrior records his hidden past, revealing the origins of a war, a romance, and a world-changing choice.
Why this is here
Characterization labels: young cadet · warrior-prince · alien protagonist · traumatized soldier · morally conflicted hero · ambitious villain · resourceful teen · naive narrator · veteran commander · pragmatic antagonist · compassionate fighter
Semantic match: ranked by characterization
Distance: 0.2207
A rogue queen enters an emperor’s court to expose traitors, survive attacks, and untangle a slow-burn attraction.
Why this is here
Characterization labels: female ruler · mercenary-turned-queen · former assassin · capable heroine · snarky heroine · ruthless heroine · protective lead · competent heroine · emperor hero · supportive hero · political operator · guarded leads · secondary character ensemble
Semantic match: ranked by characterization
Distance: 0.2209
After a disgraced cadet is put in command of a scrap-bound freighter, she turns a routine run into a fight for survival.
Why this is here
Characterization labels: young captain · female protagonist · competent heroine · naive but smart · military-trained · business-savvy · honorable · flawed protagonist · resourceful · underestimated · quick learner · protective · cautious · determined · leadership arc
Semantic match: ranked by characterization
Distance: 0.2213
A young heir must outthink deadly court politics and avenge her family to save her house in an alien empire.
Why this is here
Characterization labels: strong heroine · female lead · young ruler · untested heir · cunning protagonist · strategic thinker · competent protagonist · underestimated heroine · ruthless survivor · grieving heir · political operator · growth arc · rival antagonists · loyal retainers · spy master
Semantic match: ranked by characterization
Distance: 0.2226
An outlaw teen races to save her glitching android and uncovers royal secrets in a spacefaring retelling.
Why this is here
Characterization labels: teen protagonist · outlaw heroine · reckless heroine · strong female lead · android companion · sentient robot · spoiled prince · pilot · royal heir · rogue captain · foundling · black sheep · snarky character · queer character · pining character
Semantic match: ranked by characterization
Distance: 0.2229
A double agent at a royal academy must save a unraveling prince as gods awaken, prophecies tighten, and war closes in.
Why this is here
Characterization labels: female protagonist · double agent · strong heroine · ruthless prince · wounded prince · librarian · executioner · royal heir · traitor role · morally divided characters · character growth · character unraveling
Semantic match: ranked by characterization
Distance: 0.2229
A truth-seeing space princess must outwit court conspiracies, war, and an arranged marriage to save herself and her realm.
Why this is here
Characterization labels: smart heroine · snarky heroine · resourceful protagonist · curious protagonist · courageous protagonist · teen princess · plucky princess · female bodyguards · loyal allies · political operator · wisecracking cast · villainous regent
Semantic match: ranked by characterization
Distance: 0.2231
In a fractured future America, two teens from opposite sides are drawn into a deadly struggle that could change everything.
Why this is here
Characterization labels: military prodigy · wanted criminal · outlaw · rebel · runner · thief · detective · star pupil · ambitious heroine · brave hero · smart heroine · emotionally guarded · caring hero · young protagonists · character growth
Semantic match: ranked by characterization
Distance: 0.2246
