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Combine common axes
These books are ranked using the characterization labels extracted for A Wilderness of Stars.
Characterization labels used: strong female protagonist, teen girl, secret keeper, sheltered heroine, reluctant leader, mysterious boy, protective ally, feisty girl
This does not mean the books share the same plot, setting, quality, or difficulty. It means their characterization embeddings are close.
In a post-virus matriarchy, a teenage girl discovers an impossible boy and must question everything her world taught her.
Why this is here
Characterization labels: teen girl protagonist · naive protagonist · curious protagonist · strong female lead · older women · grandmother figure · escaped boy · hostile boy · product of upbringing
Semantic match: ranked by characterization
Distance: 0.1101
In a deadly survival race, Tella must cross ocean and mountain stages to win a cure for her brother.
Why this is here
Characterization labels: teen protagonist · strong female lead · growth arc · independence arc · leader role · protective love interest · suspicious newcomers · animal companions · determined competitor · emotionally conflicted
Semantic match: ranked by characterization
Distance: 0.1125
A 13-year-old girl in a salt-harvesting desert society answers a forbidden calling that changes her family and world.
Why this is here
Characterization labels: teen girl protagonist · strong-willed heroine · resourceful · curious · courageous · outsider · socially constrained · power discovery · female-led
Semantic match: ranked by characterization
Distance: 0.1126
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: 0.1134
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: 0.1149
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: 0.1180
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: 0.1186
Juneau races to save her kidnapped clan while unraveling the truth behind her powers, Miles, and the world she knew.
Why this is here
Characterization labels: strong female lead · teen protagonists · resourceful heroine · skeptical boy · character growth · leadership arc · self-discovery · determined protagonist · guardian-like companion · villainous antagonists
Semantic match: ranked by characterization
Distance: 0.1198
In a world where women’s skin foretells their futures, one girl faces a dangerous transition and a secret that could change everything.
Why this is here
Characterization labels: teen girl protagonist · reluctant heroine · female agency arc · secret-keeping protagonist · gifted interpreter · subversive male interest
Semantic match: ranked by characterization
Distance: 0.1229
A cryosleeping teen wakes early on a secretive generation ship and races to survive a murder plot and uncover its lies.
Why this is here
Characterization labels: teen protagonist · future leader · strong-willed heroine · isolated outsider · secretive ruler · manipulated heir
Semantic match: ranked by characterization
Distance: 0.1258
On the run and hunted, Lyric must rescue her loved ones and stop a second wave of invasion before it's too late.
Why this is here
Characterization labels: strong female lead · teen protagonist · reluctant leader · badass heroine · stubborn protagonist · whiny protagonist · annoying protagonist · snarky sidekick · protective friend · alpha prince · villain CEO · powerful hybrid children
Semantic match: ranked by characterization
Distance: 0.1262
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: 0.1265
