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Combine common axes
These books are ranked using the characterization labels extracted for Nowhere on Earth.
Characterization labels used: teen girl, younger brother, alien in human form, pilot, outdoorsy teen, angsty teen, resourceful heroine, strong female lead, survival-trained, misunderstood teen, protective sibling, injured adult, parental presence
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: 0.1605
A teen cadet loses her place in the Navy, then chases a missing starship into a galaxy-spanning adventure.
Why this is here
Characterization labels: strong female lead · teen protagonist · cadet · pilot · outcast · orphan · crush-driven teen · gifted pilot · young hero · misfit crew · alien misfits · determined heroine · female empowerment (contested)
Semantic match: ranked by characterization
Distance: 0.1627
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: 0.1719
In the final battle of an alien apocalypse, survivors must choose between self-preservation and what makes them human.
Why this is here
Characterization labels: teen protagonist · female lead · snarky heroine · sarcastic narrator · survivor · protective sibling · enhanced human · alien-human hybrid · powerhouse character · morally conflicted characters · out-of-character characterization · character-driven
Semantic match: ranked by characterization
Distance: 0.1765
When adults transform into hostile hosts at age 18, two brothers race to save their town and each other.
Why this is here
Characterization labels: teen protagonist · brother protector · younger brother · older brother · resourceful girl · strong female lead · bully antagonist · survivor kids · selfless hero · coming of age · responsibility arc · matured under pressure · father figure brother · scientific kid · animal-loving protagonist
Semantic match: ranked by characterization
Distance: 0.1827
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: 0.1841
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: 0.1864
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: 0.1890
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: 0.1971
A human teen hiding among alien occupiers risks everything when military tests and first love threaten her secret.
Why this is here
Characterization labels: teen protagonist · strong heroine · overprotected father · adoptive father · found family · best friend · alien love interest · secret-keeper · trained-from-birth · determined · lonely
Semantic match: ranked by characterization
Distance: 0.1973
On a new colony world, a teen xenobiologist fights to save her sister when an alien infestation erupts and family secrets surface.
Why this is here
Characterization labels: teen protagonist · female protagonist · lesbian protagonist · xenobiologist · intelligent heroine · resourceful · brave · obsessive crush · angsty teen · sickly sister · twin sisters · adult incompetence · supportive parents · scientist parents · strong sibling bond · final girl · reluctant hero · young female lead
Semantic match: ranked by characterization
Distance: 0.1984
In a flooded future, an ocean-born boy and a topside girl race to save an underwater settlement from outlaws and secrets.
Why this is here
Characterization labels: teen protagonist · male lead · ocean-born · orphan girl · brave heroine · courageous · curious · resourceful · reckless · stoic · kind · morally upright · outlaw leader · villainous gang · younger sibling · protective sibling · likable leads
Semantic match: ranked by characterization
Distance: 0.1987
