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Combine common axes
These books are ranked using the characterization labels extracted for Swarm.
Characterization labels used: anxious protagonist, capable heroine, teen survivors, siblings, toddler caregiver, resourceful teens, capable under pressure, traumatized youth, ordinary teens
This does not mean the books share the same plot, setting, quality, or difficulty. It means their characterization embeddings are close.
Teen guerrillas shelter feral orphans in wartime Australia, but their refuge, loyalties, and safety all come under threat.
Why this is here
Characterization labels: teen protagonists · flawed heroine · resilient teens · traumatized children · orphan characters · group dynamic · guardianship role · maturing under pressure · emotionally damaged · resourceful survivors
Semantic match: ranked by characterization
Distance: 0.0941
A traumatized teen resistance group is sent back into occupied Australia for a sabotage mission that quickly goes wrong.
Why this is here
Characterization labels: teen protagonists · ordinary kids · traumatized youth · resilient characters · flawed heroine · brave girl · reckless behavior · survivors · psychological scars · moral conflict · group ensemble · distinct personalities
Semantic match: ranked by characterization
Distance: 0.1033
A brief prequel follows Viola’s journey to a new planet, revealing the emotional backstory behind her arrival.
Why this is here
Characterization labels: teen protagonist · stubborn teen · fearful protagonist · survival skills · intelligent heroine · emotional vulnerability · normal teen life · protective parents · settler child
Semantic match: ranked by characterization
Distance: 0.1092
A lonely teen on a spaceship to a new world starts an email romance that becomes far more dangerous than expected.
Why this is here
Characterization labels: isolated teen · resourceful heroine · naive protagonist · anxious protagonist · traumatized survivor · smart heroine · awkward teen · young commander · caregiver role · gullible protagonist · well-developed arc
Semantic match: ranked by characterization
Distance: 0.1190
In a post-apocalyptic dictatorship, a teen girl is forced into a televised death contest that ignites rebellion.
Why this is here
Characterization labels: strong heroine · teen protagonist · survivalist · resourceful · protective sister · reluctant hero · self-sacrificing · guarded emotions · morally complex · traumatized protagonist · symbolic heroine · strategic ally
Semantic match: ranked by characterization
Distance: 0.1219
A sheltered young meta-human faces war, betrayal, and a painful reckoning with her family and powers.
Why this is here
Characterization labels: teen heroine · sassy protagonist · resilient heroine · abused child · sheltered upbringing · powerful but uncontrolled · emotionally guarded · snarky protagonist · moral uncertainty · betrayed protagonist
Semantic match: ranked by characterization
Distance: 0.1228
A traumatized teen stockpiles for disaster, then must survive a deadly flu outbreak while her town falls apart.
Why this is here
Characterization labels: anxious protagonist · paranoid protagonist · germaphobe · hoarder · resourceful teen · withdrawn teen · survivor arc · pessimistic protagonist · likable love interest · levelheaded character · traumatized teen
Semantic match: ranked by characterization
Distance: 0.1232
A teen survivor and a silent toddler navigate a silent, monster-filled world, then uncover dangerous secrets in a refuge.
Why this is here
Characterization labels: resourceful heroine · kick-ass heroine · smart protagonist · resilient survivor · traumatized teen · protective caretaker · mature child character · toddler companion · rebellious protagonist · inquisitive heroine · flawed heroine · paranoid survivor
Semantic match: ranked by characterization
Distance: 0.1258
A teen and his family flee a fast-moving plague that melts living things—and seems to think for itself.
Why this is here
Characterization labels: teen protagonist · younger sister · protective mother · absent father · resourceful hero · reluctant leader · survivor group · bullied outsider · rebellious girl · jerk antagonist · cynical adult
Semantic match: ranked by characterization
Distance: 0.1259
A thirteen-year-old girl crosses a ruined Sicily to save her brother in a world where adulthood is a death sentence.
Why this is here
Characterization labels: tough heroine · resourceful girl · pre-adolescent protagonist · younger sibling · child survivors · feral children · child gangs · protective sibling · courageous heroine · imminent adulthood
Semantic match: ranked by characterization
Distance: 0.1259
Stranded alone on an alien planet, a teen must survive the wild and uncover a strange presence linked to home.
Why this is here
Characterization labels: teen protagonist · middle school protagonist · lonely child · whiny protagonist · angsty teen · resourceful survivor · immature protagonist · determined survivor · coming-of-age
Semantic match: ranked by characterization
Distance: 0.1281
In a near-future America, an undocumented teen must cross a surveilled country with her brother to reach sanctuary.
Why this is here
Characterization labels: teen protagonist · strong heroine · undocumented girl · younger brother · family protector · resilient · traumatized · ordinary teen · forced activist · determined survivor · underdeveloped side characters · complex sibling dynamics
Semantic match: ranked by characterization
Distance: 0.1296
