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These books are ranked using the characterization labels extracted for Fortune Falls.
Characterization labels used: teen ensemble, female lead, strong heroine, coming of age, flawed protagonist, character growth, practical characters, mature teens, misfit teens, found family, well-developed characters, underdeveloped characters
This does not mean the books share the same plot, setting, quality, or difficulty. It means their characterization embeddings are close.
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: 0.0888
A teen superhero team fights a spell-driven zombie outbreak in Los Angeles, then faces a fun X-Men crossover.
Why this is here
Characterization labels: teen ensemble · strong female characters · group dynamic · found family · character regression · coming of age · interpersonal banter · playful younger character · cynical character · book smart / street smart · team as family
Semantic match: ranked by characterization
Distance: 0.1122
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: 0.1188
A unicorn-like alien girl is raised by space miners and drawn into a fight against child slavery on a distant world.
Why this is here
Characterization labels: strong heroine · gifted child · rapid maturation · protective guardians · found family · shallow characters · one-note characters · character growth · impulsive heroine · morally good protagonists · powerful allies
Semantic match: ranked by characterization
Distance: 0.1199
A newly promoted hunter investigates sewer deaths and rising monster attacks while a citywide conspiracy closes in.
Why this is here
Characterization labels: teen heroine · competent protagonist · resourceful · independent · team player · reluctant leader · young adult protagonist · responsible · rational · self-reliant · strong female lead · Mary Sue (contested) · growth arc
Semantic match: ranked by characterization
Distance: 0.1199
A teen in quarantined post-nuclear California is pulled toward rebellion when outsiders arrive with news of the wider world.
Why this is here
Characterization labels: teenage protagonist · mentor figure · elder storyteller · hardy youth · compelling narrator · flawed characters · believable characters · coming of age
Semantic match: ranked by characterization
Distance: 0.1249
Two teens return to an evacuated town and uncover a hidden force behind the lockdown, strange behavior, and escalating danger.
Why this is here
Characterization labels: teen protagonists · high school students · young adult leads · likeable teens · best friends · budding romance · intelligent heroine · superhuman protagonist · antagonist hidden late · adult characters underdeveloped · mouthy teens · immature teen voice · heroic family
Semantic match: ranked by characterization
Distance: 0.1259
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: 0.1260
In a world where select people harvest dreams from a hidden realm, two cousins uncover a government secret that could upend everything.
Why this is here
Characterization labels: teen protagonists · female protagonists · cousins · family line · gifted children · strong secondary characters · guardians · caregiver · resourceful heroine · spunky heroine
Semantic match: ranked by characterization
Distance: 0.1275
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: 0.1279
A Breton teen survivor follows a cryptic message, a family prophecy, and a deadly mission toward Paris after a virus wipes out most of humanity.
Why this is here
Characterization labels: teen protagonist · female protagonist · resourceful heroine · tough heroine · solitary character · determined character · mature teen · badass heroine · guardianship · mystical guide
Semantic match: ranked by characterization
Distance: 0.1282
A teen dome-dweller crosses into a toxic outside world of mutants, danger, and forbidden love, forcing a hard choice.
Why this is here
Characterization labels: teen heroine · naive heroine · strong heroine · sympathetic protagonist · morally conflicted · decisive protagonist · flawed protagonist · love interests · supporting character development · elite society · outsider survivors
Semantic match: ranked by characterization
Distance: 0.1294
