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These books are ranked using the characterization labels extracted for As 220 Mortes de Laura Lins.
Characterization labels used: young protagonist, best friend, determined protagonist, desperate protagonist, protective friend, evolving character
This does not mean the books share the same plot, setting, quality, or difficulty. It means their characterization embeddings are close.
A shy teen receives a letter from her future self and joins friends in trying to change a painful fate.
Why this is here
Characterization labels: shy protagonist · indecisive protagonist · supportive friend · selfless friend · emotionally vulnerable · depressed character · suicidal ideation · protective group · expressive characters
Semantic match: ranked by characterization
Distance: 0.1191
Fresh out of Furnace, Alex and his friends are hunted through a locked-down city as a new plague turns the streets into a nightmare.
Why this is here
Characterization labels: teen protagonist · former delinquent · brave protagonist · determined protagonist · resourceful survivor · mutating protagonist · friend trio · male ensemble · menacing antagonist · monsterized enemy · supportive ally · new female character
Semantic match: ranked by characterization
Distance: 0.1245
On Mars in 2628, two girls from rival myth-based Services enter an elite academy competition that may upend Olympus.
Why this is here
Characterization labels: strong protagonists · deep characters · character-driven · evolving characters · secondary characters matter · cynical protagonist · reserved protagonist · bullied character
Semantic match: ranked by characterization
Distance: 0.1261
Teen Clark Kent discovers new powers and a town-wide mystery while Smallville hides a troubling secret.
Why this is here
Characterization labels: teenage hero · kindhearted protagonist · nerdy protagonist · idealistic protagonist · supportive best friend · investigative friend · supportive parents · love interest · alien outsider
Semantic match: ranked by characterization
Distance: 0.1274
A girl’s ordinary summer visit becomes a race through time when she lands one year ahead and finds her best friend’s life changed.
Why this is here
Characterization labels: twelve-year-old protagonist · outgoing best friend · quiet protagonist · ordinary girls · maturing protagonist · smart protagonist
Semantic match: ranked by characterization
Distance: 0.1284
A teen adoptee gets cryptic warnings that lead him into a time-travel mystery about missing children and hidden origins.
Why this is here
Characterization labels: adopted protagonists · young teen protagonists · sibling character · best friend character · skeptical protagonist · curious investigator · reluctant seeker · child agency
Semantic match: ranked by characterization
Distance: 0.1285
![Cover of 君の名は 2 [Kimi no Na wa 2] by Ranmaru Kotone](https://m.media-amazon.com/images/S/compressed.photo.goodreads.com/books/1753165784i/33639296.jpg)
In the second volume of a body-swapping romance, a teenage boy searches for a girl who may be tied to a bigger time mystery.
Why this is here
Characterization labels: male lead · female lead · teen protagonists · relatable characters · endearing characters · emotional vulnerability · determined protagonist · active protagonist · supporting friends
Semantic match: ranked by characterization
Distance: 0.1302
A scavenger orphan bonds with a dragon egg and rises fast into magic, nobility, and dangerous court intrigue.
Why this is here
Characterization labels: young protagonist · orphan protagonist · scavenger protagonist · overpowered protagonist · capable protagonist · honest hero · smart hero · healer · noble ascent · little struggle
Semantic match: ranked by characterization
Distance: 0.1306
A bullied girl’s acne cure makes her invisible, thrusting her into secrets, danger, and a search for who she really is.
Why this is here
Characterization labels: preteen protagonist · female protagonist · relatable protagonist · underdog · outsider · bullied child · anxious child · spiky protagonist · loyal friend · caring friend · misfit · strong-willed child
Semantic match: ranked by characterization
Distance: 0.1310
A young man’s dream of magical ascent collapses into conscription, betrayal, and revenge inside a corrupt Roman-like empire.
Why this is here
Characterization labels: young male protagonist · overpowered protagonist · capable protagonist · naive protagonist · honorable protagonist · revenge-fueled protagonist · emotionally guarded protagonist · growth arc · progression arc
Semantic match: ranked by characterization
Distance: 0.1331
In a shattered world split between Dome and outcasts, rival survivors race toward a dangerous final choice.
Why this is here
Characterization labels: young protagonists · flawed characters · morally conflicted · strong heroine · brooding hero · reluctant leader · depressed character · dynamic supporting character
Semantic match: ranked by characterization
Distance: 0.1345
A shy high schooler gets a letter from her future self urging her to save a new classmate from a tragic fate.
Why this is here
Characterization labels: shy heroine · timid protagonist · passive heroine · relatable protagonist · selfless friend · protective friend · popular boy · transfer student · supportive friend group · teen characters · emotionally burdened
Semantic match: ranked by characterization
Distance: 0.1359
