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Combine common axes
These books are ranked using the characterization labels extracted for The Last Girl on Earth.
Characterization labels used: teen protagonist, strong heroine, overprotected father, adoptive father, found family, best friend, alien love interest, secret-keeper, trained-from-birth, determined, lonely
This does not mean the books share the same plot, setting, quality, or difficulty. It means their characterization embeddings are close.
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: 0.1393
A teen who learns she’s not human is forced to outrun the government and alien hunters while uncovering her bloodline.
Why this is here
Characterization labels: teen protagonist · orphaned teen · adopted child · single father · military authority · unlikely ally · redemption arc · fierce heroine · crafty protagonist · violent antagonist · guarded antihero · alien lineage
Semantic match: ranked by characterization
Distance: 0.1412
A teen wakes in an alien-built human zoo with other captives, where escape, trust, and attraction collide.
Why this is here
Characterization labels: determined heroine · strong-willed protagonist · secretive characters · teen ensemble · alien caretaker · sympathetic captor · unreliable group dynamics · trust issues · paranoia
Semantic match: ranked by characterization
Distance: 0.1421
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: 0.1427
A human hiding in a vampire-run world is forced into a deadly hunt that could expose him.
Why this is here
Characterization labels: teen survivor · hidden identity · loner · smart protagonist · careful disguise · resourceful · paranoid · male protagonist · love interest · strong-willed
Semantic match: ranked by characterization
Distance: 0.1484
A Korean-Canadian teen with scent-triggered time slips goes to Korea to uncover her mother’s disappearance and her own past.
Why this is here
Characterization labels: teen protagonist · reserved protagonist · brave protagonist · emotionally mature teen · emotionally unavailable father · single father · absent mother · supportive best friend · sweet love interest · supportive aunt · complex side characters
Semantic match: ranked by characterization
Distance: 0.1486
A teen writer learns she can cross mirror worlds and must stop an unseen force killing her in every reality.
Why this is here
Characterization labels: writer protagonist · relatable teen · mysterious love interest · protective boy · loyal best friend · autistic sibling · capable heroine
Semantic match: ranked by characterization
Distance: 0.1507
A hunted teen who sees death dates must protect his family when a child’s altered power draws ruthless people in.
Why this is here
Characterization labels: teen protagonist · young parent · pregnant heroine · gifted child · villainous antagonist · government target · protective father · fugitive · matured characters · flawed characters · character growth · strong mother
Semantic match: ranked by characterization
Distance: 0.1512
A teen girl dreads the day her society brands sixteen-year-olds as sexually available, then uncovers family secrets and a dangerous conspiracy.
Why this is here
Characterization labels: teen heroine · reluctant protagonist · strong-willed heroine · protective older sister · best friend contrast · mysterious love interest · abusive stepfather · supportive grandparents · resistance member · rebel girl
Semantic match: ranked by characterization
Distance: 0.1533
A teen girl who can't be mind-controlled by alien rulers must trust a stranger and uncover why she's different.
Why this is here
Characterization labels: teen heroine · lonely outcast · hidden identity · protective love interest · male love interest · guarded protagonist · spunky heroine · loyal · reluctant trust · conflicted
Semantic match: ranked by characterization
Distance: 0.1538
An orphan with hidden powers is pulled into a parallel reality where family, identity, and time are all unsettled.
Why this is here
Characterization labels: teen protagonist · orphan · foster kid · troubled teen · guarded heroine · smart heroine · sarcastic heroine · strong-willed heroine · passive protagonist · mature but fun · mysterious male lead · older love interest · popular girl · supportive best friend · delinquent youth · male lead with secrets · stubborn heroine
Semantic match: ranked by characterization
Distance: 0.1569
A teenage colonist retells a familiar interstellar crisis from her own perspective, revealing the parts only she saw.
Why this is here
Characterization labels: teen heroine · sarcastic voice · smart protagonist · coming of age · strong female lead · adopted child · protective caretakers · alien protectors · witty character
Semantic match: ranked by characterization
Distance: 0.1571
