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These books are ranked using the characterization labels extracted for Taken.
Characterization labels used: strong heroine, resourceful heroine, smart heroine, brave heroine, alpha hero, protective hero, commanding hero, anti-hero, leader, resistance fighter, convict, breeder, scientist, captive, villainous ruler, corrupt authority
This does not mean the books share the same plot, setting, quality, or difficulty. It means their characterization embeddings are close.
On a dying, invaded Earth, a captured human woman finds unexpected rescue—and danger—in a very alien ally.
Why this is here
Characterization labels: resourceful heroine · brave heroine · strong heroine · fierce heroine · survivor heroine · veterinarian heroine · protective hero · possessive hero · honorable hero · warrior hero · leader hero · predatory alien · mysterious hero
Semantic match: ranked by characterization
Distance: 0.0622
An escaped human slave hides on an alien world and falls for a banished naga prince with dangerous secrets.
Why this is here
Characterization labels: strong heroine · determined heroine · resourceful heroine · survivor heroine · fierce heroine · smart heroine · tomboy heroine · honorable hero · protective hero · devoted hero · dangerous hero · charming rogue · alpha hero · exiled prince · banished noble · underworld fixer · outsider hero · sympathetic leads
Semantic match: ranked by characterization
Distance: 0.0709
A salvage mission gone wrong leaves a human woman claiming the biggest cyborg to survive—and seduce her way to freedom.
Why this is here
Characterization labels: strong heroine · resourceful heroine · survivor heroine · sassy heroine · determined heroine · logical hero · controlled hero · honorable hero · sensitive hero · alpha hero · brutal hero · cyborg warrior · eligible bachelor · breeder role · protective hero
Semantic match: ranked by characterization
Distance: 0.0712
Abducted from Earth and sold as a pet, Giselle must survive an alien war society and rethink her place in it.
Why this is here
Characterization labels: strong heroine · brave heroine · smart heroine · feisty heroine · independent heroine · warrior hero · alpha hero · protective hero · honorable hero · possessive hero · kind captor · fierce female lead · competent heroine · authoritarian hero · villainous captor · side characters
Semantic match: ranked by characterization
Distance: 0.0764
A foster-care runaway is pulled into an alien homeworld where her hidden abilities make her a prize in a brewing war.
Why this is here
Characterization labels: strong heroine · feisty heroine · survivor · orphan · runaway · bodyguard hero · military hero · brooding hero · villainous suitor · alpha hero
Semantic match: ranked by characterization
Distance: 0.0787
A stranded human woman and a grumpy alien must survive the wilderness—and each other—while secrets threaten their bond.
Why this is here
Characterization labels: strong heroine · pragmatic heroine · independent heroine · resourceful heroine · survivalist heroine · grumpy hero · broody hero · protective hero · secretive hero · competent heroine · tech-savvy hero · stubborn heroine · badass heroine
Semantic match: ranked by characterization
Distance: 0.0795
A kidnapped Earth woman and a lion-like gladiator slave bond under coercion, then plot escape and revolt.
Why this is here
Characterization labels: strong heroine · badass heroine · practical heroine · resilient heroine · alpha hero · gentle hero · protective hero · emotionally closed-off hero · warrior male · slave protagonist · leader arc · vulnerable hero · fierce heroine
Semantic match: ranked by characterization
Distance: 0.0813
An abducted human and a rogue alien must survive captivity and a hostile planet while a dangerous mission pulls them together.
Why this is here
Characterization labels: strong heroine · fierce heroine · resourceful heroine · sarcastic heroine · snarky heroine · capable heroine · brave heroine · stubborn heroine · protective hero · broody hero · possessive hero · alpha hero · rogue alien · undercover soldier · rebel fighter · guard · survivor · captor-ally · damaged past
Semantic match: ranked by characterization
Distance: 0.0853
A defiant human cop is chosen as an alien king’s mate and runs, forcing a chase that tests freedom, duty, and desire.
Why this is here
Characterization labels: strong heroine · feisty heroine · independent heroine · badass heroine · cop heroine · alpha hero · alien king · overbearing hero · controlling hero · protective hero · stubborn heroine · sassy heroine · defiant heroine · resilient heroine · crafty heroine · smart heroine
Semantic match: ranked by characterization
Distance: 0.0863
A kidnapped human pilot and an alien enforcer fight to survive, while an irresistible biological bond threatens their freedom.
Why this is here
Characterization labels: capable heroine · badass heroine · smart heroine · pilot heroine · military heroine · resourceful heroine · strong-willed heroine · protective hero · honorable hero · gentle giant · stoic hero · alpha hero · law enforcement hero · enforcer · rescuer · trafficking victim · guardian sister · experienced adult leads · morally conflicted hero
Semantic match: ranked by characterization
Distance: 0.0869
A wary human forager and a possessive alien bug-hunter are drawn together while surviving Earth’s bug apocalypse.
Why this is here
Characterization labels: strong heroine · feisty heroine · resourceful heroine · spunky heroine · wary heroine · determined hero · protective hero · possessive hero · patient hero · lonely warrior · cloned warrior · hunter warrior · forager · survivor · broodmare pressure · alpha hero
Semantic match: ranked by characterization
Distance: 0.0884
An Earth rebel is captured by four alien warriors who intend to break her resistance—and claim her as their own.
Why this is here
Characterization labels: strong heroine · rebellious heroine · resilient heroine · dominant males · alpha heroes · protective heroes · leader character · fighter
Semantic match: ranked by characterization
Distance: 0.0892
