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Combine common axes
These books are ranked using the characterization labels extracted for Sia Martinez and the Moonlit Beginning of Everything.
Characterization labels used: Mexican American teen, strong-willed heroine, traumatized protagonist, grieving daughter, romantic interest, supportive father, best friend, dead grandmother presence, conspiracy theorist nerd, racist antagonist, queer side character, religious parent
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: 0.1815
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: 0.1943
In a near-future town, a teen discovers she erased painful memories and must decide whether to reclaim them.
Why this is here
Characterization labels: teen protagonist · restless teen · emotionally traumatized · memory loss victim · supportive grandmother · best friends · love interest · doctor figure · non-binary side character · flawed adults · relatable characters
Semantic match: ranked by characterization
Distance: 0.2019
A teen crewman on a luxury cruise is caught between a massive disaster, a deadly disease, and buried secrets.
Why this is here
Characterization labels: male teen protagonist · working-class protagonist · Mexican-American protagonist · family-oriented · hardworking · relatable teen · average guy · love interest · wealthy antagonist · mysterious figure · supportive friend · spoiled rich girl
Semantic match: ranked by characterization
Distance: 0.2028
A grieving teen is pulled into a time-travel mystery that forces her to confront a past she wants to forget.
Why this is here
Characterization labels: new protagonist · traumatized teen · grieving daughter · independent · skeptical · pessimistic · withdrawn · angry · complex · stubborn · outsider
Semantic match: ranked by characterization
Distance: 0.2048
After an earthquake fractures time in Japan, a grieving teen searches the zones for her missing mother and father.
Why this is here
Characterization labels: grieving teen · mixed-heritage protagonist · sensitive protagonist · searching daughter · scientist father · missing mother · isolated protagonist · complicated protagonist
Semantic match: ranked by characterization
Distance: 0.2074
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: 0.2086
In a paperless near-future Chicago, a grieving teen uncovers a hidden truth that could topple her government.
Why this is here
Characterization labels: teen protagonist · female protagonist · artist protagonist · grieving daughter · rebellious teen · self-determined heroine
Semantic match: ranked by characterization
Distance: 0.2093
A grieving teen artist is pulled into her own webcomic and must fix the world she created before losing it forever.
Why this is here
Characterization labels: teen artist · resourceful protagonist · grieving daughter · lovelorn male lead · evil protagonist · villainous corporation · supportive friends · disapproving father · caregiver absence
Semantic match: ranked by characterization
Distance: 0.2113
A teen returns after five missing years unchanged, and must uncover what happened while her world moved on without her.
Why this is here
Characterization labels: teen girl protagonist · athlete protagonist · bratty heroine · strong-willed heroine · confused protagonist · angry heroine · suspicious father · protective love interest · supportive love interest · conspiracy theorist father · alienated family
Semantic match: ranked by characterization
Distance: 0.2182
A grieving teen joins a Malaysian road trip to find her estranged sister before an unavoidable apocalypse arrives.
Why this is here
Characterization labels: teen protagonist · angry protagonist · grieving protagonist · estranged sister · single mother · supportive boyfriend · boyfriend's parents · loving family · emotionally unavailable mother · deceased father · stray cat
Semantic match: ranked by characterization
Distance: 0.2184
A teen wakes from a coma with missing memories and uncovers a shocking secret about her body, family, and humanity.
Why this is here
Characterization labels: teen protagonist · introspective heroine · curious protagonist · sympathetic characters · controlling parents · grandmother figure · shady characters · morally conflicted adults · illicit existence
Semantic match: ranked by characterization
Distance: 0.2209
