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Combine common axes
These books are ranked using the characterization labels extracted for Anna.
Characterization labels used: tough heroine, resourceful girl, pre-adolescent protagonist, younger sibling, child survivors, feral children, child gangs, protective sibling, courageous heroine, imminent adulthood
This does not mean the books share the same plot, setting, quality, or difficulty. It means their characterization embeddings are close.
A teen survivor of an alien apocalypse must navigate shifting truths, dangerous allies, and a mission to find her brother.
Why this is here
Characterization labels: strong heroine · resourceful survivor · sarcastic protagonist · protective sibling · mysterious love interest · child soldier · witty protagonist · tough-but-vulnerable heroine
Semantic match: ranked by characterization
Distance: 0.0949
A girl from a fake 1840s village must enter the modern world to save her sick community before time runs out.
Why this is here
Characterization labels: resourceful heroine · brave girl · young protagonist · naive protagonist · vulnerable child · determined · wits over power · ordinary heroine · emotionally vivid protagonist · adult antagonists
Semantic match: ranked by characterization
Distance: 0.1055
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: 0.1102
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: 0.1105
Max Mayfield revisits her pre-Hawkins past and season 2 events through her own eyes, deepening the family trauma.
Why this is here
Characterization labels: strong-willed heroine · spunky heroine · teen girl · brooding teen · abusive brother · abusive stepfather · difficult mother · absent father · complicated sibling · character study · emotional depth · relatable struggles · rebel teen · protective friend · bullied protagonist
Semantic match: ranked by characterization
Distance: 0.1129
After an EMP ends civilization, a terminally ill teen must survive the wilderness, the Changed, and unstable human survivors.
Why this is here
Characterization labels: resourceful heroine · terminally ill teen · survivor · orphan · annoying child · soldier · ex-soldier · protective dog · mysterious love interest · strong-willed · bratty child · traumatized teen · tough heroine · cautious survivor · morally pressured
Semantic match: ranked by characterization
Distance: 0.1129
In a flooded future Britain, a ten-year-old girl sets out by boat to find her parents and survive what remains.
Why this is here
Characterization labels: resourceful protagonist · determined heroine · young survivor · headstrong girl · independent child · wild children · sinister leader · bullies · wise elder · flat characters · brave protagonist
Semantic match: ranked by characterization
Distance: 0.1140
A disguised teen joins a dangerous quest to find her missing brother and spread a cure across a ruined, raider-haunted world.
Why this is here
Characterization labels: strong female protagonist · resourceful heroine · sheltered heroine · boy disguised as girl · girl disguised as boy · survivor · mysterious ally · snarky love interest · brother figure · protective sibling · fierce heroine · vulnerable protagonist · enigma character · former beast
Semantic match: ranked by characterization
Distance: 0.1224
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: 0.1241
In a shattered future New York, a teen races through a brutal wasteland to rescue her kidnapped sister from death arenas.
Why this is here
Characterization labels: strong heroine · resourceful teen · older sister · younger sister · survival-trained · military-trained · fierce protector · male ally · broody love interest · mysterious survivor · violent antagonists · superhuman protagonist
Semantic match: ranked by characterization
Distance: 0.1248
In 2083 New York, a mob heir is blamed for a poisoned chocolate crime while trying to protect her family and heart.
Why this is here
Characterization labels: strong heroine · teen protagonist · caregiver · mob daughter · pragmatic · protective · stubborn · cynical · morally guided · vulnerable · emotionally reserved · perfect boyfriend · older sibling with disability · younger sister protector · dying grandmother
Semantic match: ranked by characterization
Distance: 0.1254
When giant butterfly-like creatures swarm her town, an anxious teen must help her siblings and friends survive at home.
Why this is here
Characterization labels: anxious protagonist · capable heroine · teen survivors · siblings · toddler caregiver · resourceful teens · capable under pressure · traumatized youth · ordinary teens
Semantic match: ranked by characterization
Distance: 0.1259
