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Combine common axes
These books are ranked using the characterization labels extracted for Zoe's Tale.
Characterization labels used: teen heroine, sarcastic voice, smart protagonist, coming of age, strong female lead, adopted child, protective caretakers, alien protectors, witty character
This does not mean the books share the same plot, setting, quality, or difficulty. It means their characterization embeddings are close.
A teenage space pilot races across alien worlds to rescue her family, save a friend, and outrun a war.
Why this is here
Characterization labels: teen protagonist · young woman · female hero · strong heroine · capable protagonist · protective male character · crew ensemble · alien characters · morally driven · resourceful
Semantic match: ranked by characterization
Distance: 0.1209
On the run after being branded an outcast, a teen must expose a brutal system before it destroys everyone she loves.
Why this is here
Characterization labels: strong heroine · teen protagonist · fugitive · reluctant leader · character growth · smart protagonist · brave protagonist · morally conflicted · supportive family · careful planner
Semantic match: ranked by characterization
Distance: 0.1264
In a divided dystopian society, a girl from the oppressed Gutter must navigate debt, identity, and freedom.
Why this is here
Characterization labels: strong female lead · resilient protagonist · coming of age heroine · observant protagonist · passive protagonist (mixed) · teen characters · supporting ensemble · likeable protagonist (mixed) · morally oppressed underclass
Semantic match: ranked by characterization
Distance: 0.1271
A teen gets trapped in a virtual reality fantasy game where every mistake can mean death for real.
Why this is here
Characterization labels: teen girl protagonist · strong female lead · sarcastic narrator · reluctant gamer · persistent heroine · believable teen · clever protagonist · frustrated protagonist
Semantic match: ranked by characterization
Distance: 0.1285
A teen training in her family’s memory-erasing business uncovers missing time, town secrets, and a buried past.
Why this is here
Characterization labels: teen protagonist · coming of age · family legacy · curious protagonist · strong lead · smart heroine · driven girl · morally gray adults · secretive father · resourceful side characters · mean girl redemption · prickly character dynamics
Semantic match: ranked by characterization
Distance: 0.1303
In the final battle of an alien apocalypse, survivors must choose between self-preservation and what makes them human.
Why this is here
Characterization labels: teen protagonist · female lead · snarky heroine · sarcastic narrator · survivor · protective sibling · enhanced human · alien-human hybrid · powerhouse character · morally conflicted characters · out-of-character characterization · character-driven
Semantic match: ranked by characterization
Distance: 0.1322
A teen chooses a rival faction in a fractured future and uncovers secrets that threaten her world, loves, and life.
Why this is here
Characterization labels: teen heroine · strong female lead · coming-of-age heroine · sheltered heroine · selfless heroine · divergent protagonist · brave heroine · morally flawed characters · character growth
Semantic match: ranked by characterization
Distance: 0.1359
A teen and his gigantic alien pet face court, bureaucracy, and first contact after one disastrous outing.
Why this is here
Characterization labels: teen protagonist · competent bureaucrat · strong female character · alien companion · mischievous pet · protective mother · intelligent girlfriend · diplomat
Semantic match: ranked by characterization
Distance: 0.1360
A memory-perfect teen must stop a thief stealing lives—while her own memories begin to vanish.
Why this is here
Characterization labels: teen protagonist · female lead · genetically enhanced · smart heroine · flawed heroine · growth arc · love interest · supportive boy · preacher's son · protective lead · morally grounded
Semantic match: ranked by characterization
Distance: 0.1422
A teen time traveler races to recover keys across shifting timelines while family, romance, and history collide.
Why this is here
Characterization labels: teen protagonist · strong female lead · matured heroine · time traveler · morally gray antagonist · cult leader · supportive ally · love triangle · stubborn heroine · protective partner · secretive character · complex secondary characters
Semantic match: ranked by characterization
Distance: 0.1423
A teen teleporter turns her impossible ability into a bid for space, drawing family, science, and danger into orbit.
Why this is here
Characterization labels: teen heroine · stubborn protagonist · competent protagonist · science-minded protagonist · plucky heroine · family unit · resourceful characters · Mary Sue (contested) · strong female lead · authority-challenging
Semantic match: ranked by characterization
Distance: 0.1428
A homeschooled teen with one hand wins astronaut camp and gets swept into aliens, powers, romance, and a world-saving crisis.
Why this is here
Characterization labels: smart heroine · witty heroine · sheltered heroine · homeschooled teen · disabled protagonist · strong female lead · supportive parents · best friend with crush · rich bad boy · eccentric scientist · moral ambiguity · team ensemble
Semantic match: ranked by characterization
Distance: 0.1431
