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Combine common axes
These books are ranked using the characterization labels extracted for Golden.
Characterization labels used: female protagonist, strong heroine, male love interest, crew ensemble, sister antagonist, mentor figure, protective, self-doubting, sacrificial, emotionally conflicted, grounded hero, imaginative creatures
This does not mean the books share the same plot, setting, quality, or difficulty. It means their characterization embeddings are close.
A poor teen girl volunteers for a televised death match and must survive while navigating power, media, and love.
Why this is here
Characterization labels: strong heroine · female protagonist · survivalist · resourceful · cunning · independent · brave · prickly · guarded · flawed heroine · emotionally detached · complex protagonist · kindhearted boy · mentor · side characters
Semantic match: ranked by characterization
Distance: 0.1173
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: 0.1214
A traumatized teen teams with a mysterious alien to rescue her brother, only to uncover secrets that could change Earth.
Why this is here
Characterization labels: strong heroine · traumatized protagonist · sarcastic heroine · loyal sibling · mysterious alien · protective love interest · resourceful survivor · emotionally damaged lead · stubborn protagonist · secretive character
Semantic match: ranked by characterization
Distance: 0.1216
A time-traveling engineered teen races to save her dying boyfriend while Diotech hunts the secret buried in her mind.
Why this is here
Characterization labels: female protagonist · engineered heroine · amnesiac heroine · scientifically created love interest · loyal love interest · mysterious antagonist · sarcastic supporting character · foster sibling · villainous corporation · strong-willed heroine · emotionally conflicted heroine
Semantic match: ranked by characterization
Distance: 0.1267
In a faction-divided future, a teen's impossible choices pull her into rebellion, secrets, romance, and loss.
Why this is here
Characterization labels: strong female lead · flawed protagonist · reckless heroine · brave heroine · emotionally layered love interest · protective male lead · vulnerable male lead · morally conflicted characters · teen protagonists · character-driven
Semantic match: ranked by characterization
Distance: 0.1310
A curious teen in a walled village uncovers a hidden world, a dangerous truth, and a path toward escape.
Why this is here
Characterization labels: strong heroine · curious heroine · resilient heroine · stubborn heroine · questioning protagonist · young female lead · supportive best friend · mentor figure · protective sibling · authoritarian leaders · morally ambiguous antagonist · curious outsider
Semantic match: ranked by characterization
Distance: 0.1318
A teenage space pilot races across alien worlds to rescue her family, save a friend, and outrun a war.
Why this is here
Characterization labels: teen protagonist · young woman · female hero · strong heroine · capable protagonist · protective male character · crew ensemble · alien characters · morally driven · resourceful
Semantic match: ranked by characterization
Distance: 0.1331
A frontier girl and a telepathic treecat form first contact, then fight to protect their species from human greed.
Why this is here
Characterization labels: strong female lead · young heroine · precocious protagonist · resourceful heroine · competent protagonist · independent girl · loyal protagonist · animal companion · sapient alien
Semantic match: ranked by characterization
Distance: 0.1349
On the run after escaping captivity, Rhine and Gabriel face new horrors while racing toward Manhattan and a missing brother.
Why this is here
Characterization labels: strong heroine · resourceful heroine · determined heroine · male love interest · morally cruel antagonist · cunning antagonist · secondary character ensemble
Semantic match: ranked by characterization
Distance: 0.1357
A captive genetic experiment escapes, learns her origins, and turns revenge on the people who made her.
Why this is here
Characterization labels: strong female lead · flawed heroine · ruthless protagonist · reclusive protagonist · genetically engineered protagonist · emotionally volatile · matured heroine · protective sister · brooding love interest · abusive love interest · protective wolf · supportive female allies · genius scientist
Semantic match: ranked by characterization
Distance: 0.1361
A persecuted teen on the run from a genetic purge is separated from her friends and must choose between survival, rebellion, and love.
Why this is here
Characterization labels: traumatized heroine · morally conflicted protagonist · strong female lead · self-doubting · protective love interest · resistance leader · young leader · carrier community
Semantic match: ranked by characterization
Distance: 0.1380
A long-awaited finale sends Elspeth into the Red Land to stop catastrophe and decide what freedom will cost.
Why this is here
Characterization labels: female hero · chosen seeker · battle-scarred heroine · lovelorn protagonist · flawed heroine · resourceful heroine · strong heroine · observant protagonist · overthinking protagonist · male love interest · supporting ensemble · character closure
Semantic match: ranked by characterization
Distance: 0.1389
