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These books are ranked using the characterization labels extracted for Exo.
Characterization labels used: teen heroine, stubborn protagonist, competent protagonist, science-minded protagonist, plucky heroine, family unit, resourceful characters, Mary Sue (contested), strong female lead, authority-challenging
Focused on “brooding boy” where exact label matches exist.
This does not mean the books share the same plot, setting, quality, or difficulty. It means their characterization embeddings are close.
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: 0.0808
A fifteen-year-old heir escapes forced marriage by joining a starship navy where sailing, rank, and danger rule.
Why this is here
Characterization labels: competent heroine · young protagonist · strong female lead · plucky heroine · driven protagonist · naive newcomer · quick learner · command potential · teen protagonist · idealistic
Semantic match: ranked by characterization
Distance: 0.0921
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: 0.0960
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: 0.0985
A teen in a time-looped future travels to uncover her parents’ fate and the truth behind the endless storm.
Why this is here
Characterization labels: teen protagonist · curious protagonist · science-minded character · resourceful heroine · thoughtful protagonists
Semantic match: ranked by characterization
Distance: 0.1060
In a controlled future Earth, a young rebel must choose between saving loved ones and ending a system that runs humanity.
Why this is here
Characterization labels: strong heroine · reluctant leader · misunderstood hero · brave protagonist · selfless protagonist · determined heroine · teen protagonists · antagonist
Semantic match: ranked by characterization
Distance: 0.1063
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: 0.1074
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: 0.1086
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: 0.1117
In a volcanic winter, two teens leave safety to search for missing parents across a brutal, lawless landscape.
Why this is here
Characterization labels: resourceful heroine · impulsive protagonist · maturing teen hero · strong female lead · competent survivor · loyal companion · autistic character · savvy child survivor · morally stubborn
Semantic match: ranked by characterization
Distance: 0.1123
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: 0.1167
Two survivors race to unravel a deadly island’s secrets before its 365-day rule claims everyone left behind.
Why this is here
Characterization labels: teen protagonists · female heroine · male leader · resourceful heroine · trained survivor · obsessive researcher · mysterious newcomer · protective leader · strong heroine · emotionally invested characters · character growth · fierce heroine
Semantic match: ranked by characterization
Distance: 0.1178
