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Combine common axes
These books are ranked using the characterization labels extracted for A Hole in the Sky.
Characterization labels used: teen heroine, curious protagonist, determined protagonist, naive protagonist, strong female lead, brother sister duo, love interest, best friend, rebel group, chosen one, morally gray authority
This does not mean the books share the same plot, setting, quality, or difficulty. It means their characterization embeddings are close.
A teen girl dreads the day her society brands sixteen-year-olds as sexually available, then uncovers family secrets and a dangerous conspiracy.
Why this is here
Characterization labels: teen heroine · reluctant protagonist · strong-willed heroine · protective older sister · best friend contrast · mysterious love interest · abusive stepfather · supportive grandparents · resistance member · rebel girl
Semantic match: ranked by characterization
Distance: 0.0893
In a bee-haunted future split by survival zones, two teens face an immunity test that could change everything.
Why this is here
Characterization labels: teen protagonists · strong heroine · naive hero · stubborn protagonist · feisty heroine · loyal character · rule follower · rebel · resourceful heroine · sheltered upbringing · questioning authority · shady character · villainous leader · morally gray characters
Semantic match: ranked by characterization
Distance: 0.1010
A desperate teen cheats into an elite monster-chariot race to save her family in a brutal, caste-bound island world.
Why this is here
Characterization labels: teen heroine · fierce protagonist · determined protagonist · angry protagonist · protective sibling · chronically ill sibling · abusive father · morally gray love interest · ex-boyfriend · elite rival · headstrong heroine
Semantic match: ranked by characterization
Distance: 0.1015
In a tattooed society where skin records every life, a girl’s father may be judged unworthy—and erased forever.
Why this is here
Characterization labels: teen protagonist · moral innocence · naive heroine · headstrong heroine · self-doubt · mentor figure · best friend · love interest · authoritative mother · mystery-keeper
Semantic match: ranked by characterization
Distance: 0.1021
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: 0.1043
A flood-ravaged teen is reassigned inside a rigid survival society and uncovers dangerous secrets about how it really works.
Why this is here
Characterization labels: teen heroine · strong-willed heroine · curious protagonist · compassionate protagonist · naive protagonist · loyal friend · protective friend group · patrol officer · supervisor class · rebellious youth · young adult protagonist
Semantic match: ranked by characterization
Distance: 0.1059
In a memory-trading dystopia, a guilt-ridden teen joins rebels to save her mother and steal a prison map.
Why this is here
Characterization labels: teen heroine · gifted protagonist · guilty protagonist · broken heroine · morally gray lead · strong female lead · naive protagonist · trusting heroine · protective daughter · brooding love interest · loyal ally · ruler antagonist · power-hungry villain · desperate mother · young rebel · parentally motivated
Semantic match: ranked by characterization
Distance: 0.1063
A teen time-traveler breaks the rules to save her mother, then wakes in a radically altered life full of secrets.
Why this is here
Characterization labels: teen heroine · determined protagonist · self-sacrifice · impulsive protagonist · morally conflicted heroine · strong female lead · emotionally confused protagonist
Semantic match: ranked by characterization
Distance: 0.1087
A teen hero races across a ruined world to stop humans and Partials from wiping each other out.
Why this is here
Characterization labels: teen heroine · strong heroine · chosen one trope · moral protagonist · leader figure · brave character · humorous side character · complex side characters · conflicted character
Semantic match: ranked by characterization
Distance: 0.1089
In a sealed sector facing cyborg annihilation, a teen races against a 15-day countdown to survive and resist.
Why this is here
Characterization labels: teen heroine · feisty heroine · strong female lead · impulsive protagonist · resigned protagonist · brave heroine · mysterious boy · depressed mother · frightened best friend · protective father · stubborn protagonist
Semantic match: ranked by characterization
Distance: 0.1116
A teenage time traveler sails to a mythic utopia to challenge fate and save the person she loves.
Why this is here
Characterization labels: teen heroine · female captain · charming thief · best friend love interest · complex villain · stubborn protagonist · independent heroine · smart heroine · questioning identity · morally conflicted
Semantic match: ranked by characterization
Distance: 0.1135
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: 0.1163
