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These books are ranked using the characterization labels extracted for What Not To Do If You Turn Invisible.
Characterization labels used: preteen protagonist, female protagonist, relatable protagonist, underdog, outsider, bullied child, anxious child, spiky protagonist, loyal friend, caring friend, misfit, strong-willed child
This does not mean the books share the same plot, setting, quality, or difficulty. It means their characterization embeddings are close.
A shy new kid at school discovers only she can see mysterious creatures tied to fear, friendship, and danger.
Why this is here
Characterization labels: awkward protagonist · anxious protagonist · shy protagonist · small-for-age protagonist · outcast · brave protagonist · spunky protagonist · relatable protagonist · bully target · well-meaning parents · distinct side characters
Semantic match: ranked by characterization
Distance: 0.0927
A science-minded middle schooler gets a chance to redo the past and save a friendship before it all falls apart.
Why this is here
Characterization labels: science nerd · smart kid · underdog · likable protagonist · flawed protagonist · relatable protagonist · best friends · bullied kid · popular girl · kind girl · rival friend · dog character
Semantic match: ranked by characterization
Distance: 0.0971
A teen’s forced class change on Ascension Day pulls him into respawns, secret powers, gods, and a dangerous divine war.
Why this is here
Characterization labels: young protagonist · teen protagonist · smart protagonist · incompetent protagonist · whiny protagonist · biased protagonist · underdog · chosen one · hidden potential · immature protagonist · reluctant learner · non-OP protagonist (contested) · overpowered protagonist (contested) · likable supporting cast · teasing companion · earnest companion
Semantic match: ranked by characterization
Distance: 0.0973
After being framed at school, a bullied girl is hurled into a bleak future where her choices have changed everything.
Why this is here
Characterization labels: young female protagonist · new girl · little brother · bullied child · likeable protagonist · vulnerable protagonist · framed victim · tyrant · queen bee · heroic child · bitter future self · corrupted future self
Semantic match: ranked by characterization
Distance: 0.1018
A sickly orphan earns a growth-based combat suit and fights to rise through a brutal military academy.
Why this is here
Characterization labels: underdog · chronically ill · orphan · gifted student · bullied protagonist · tenacious hero · humble lead · supportive friend · protective friend · rival bully · AI-chosen protagonist · powerhouse ally · sarcastic friend · competitive classmates
Semantic match: ranked by characterization
Distance: 0.1062
A traumatized teen investigates a viral party drug that makes her town eerily perfect—and dangerously not themselves.
Why this is here
Characterization labels: teen girl protagonist · adopted protagonist · anxious protagonist · straight-edge protagonist · outsider protagonist · new kid ally · mysterious outsider · perfectionist · smart protagonist · controlling protagonist · traumatized protagonist · loner
Semantic match: ranked by characterization
Distance: 0.1070
In a ruined future, a sun-shy boy and a bold girl chase a hidden prophecy and the last silver owls.
Why this is here
Characterization labels: young protagonist · sickly child · passive protagonist · naive protagonist · brave growth · spunky girl · fiery girl · runaway girl · underdeveloped characters · odd and quirky villains
Semantic match: ranked by characterization
Distance: 0.1104
A chalk-based magic-school mystery follows a boy who can’t do the magic but knows it better than anyone.
Why this is here
Characterization labels: underdog · obsessive learner · nonmagical protagonist · quirky heroine · mentor figure · ambitious student · social outsider · flawed protagonist
Semantic match: ranked by characterization
Distance: 0.1111
A dying boy leaves a waterless city to hunt truth and survival across a brutal desert where lies shape every life.
Why this is here
Characterization labels: young protagonist · child protagonist · brave · naive · inquisitive · determined · stubborn · outsider · archetypal characters · bullied · endearing characters · loss of innocence · growth arc · vengeful arc · heroic arc
Semantic match: ranked by characterization
Distance: 0.1139
An experimental treatment sends a damaged man back through his own past, where each fix reshapes his future.
Why this is here
Characterization labels: depressed protagonist · overweight protagonist · underachiever · sympathetic lead · broke protagonist · vulnerable protagonist · bullied child · social worker · romantic lead · secondary female characters
Semantic match: ranked by characterization
Distance: 0.1142
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: 0.1147
In an alternate Victorian England, two schoolboys uncover a secret behind the smoke that marks sin, class, and power.
Why this is here
Characterization labels: teen protagonists · aristocratic youth · working class contrast · bully · good friend · compassionate friend · angry protagonist · loyal companion · moral outsider · female scientist · sinful heir · villainous prefect · secretive family · rebellious daughter · naive youths
Semantic match: ranked by characterization
Distance: 0.1162
