Find similar books by
Combine common axes
These books are ranked using the characterization labels extracted for Vortex.
Characterization labels used: stubborn protagonist, arrogant protagonist, rebellious protagonist, idealistic protagonist, reckless protagonist, self-destructive protagonist, smart protagonist, hyperintelligent protagonist, immature teen, loyal friend, fierce heroine, strong female character, sarcastic supporting cast, morally resistant protagonist, anti-authority
This does not mean the books share the same plot, setting, quality, or difficulty. It means their characterization embeddings are close.
On a centuries-long spaceship mission, a teen rebel falls for the wrong partner and risks everything for love.
Why this is here
Characterization labels: rebellious heroine · stubborn protagonist · sarcastic protagonist · immature protagonist · self-destructive protagonist · depressed protagonist · reserved love interest · arrogant rival · controlling authority · strong-willed heroine
Semantic match: ranked by characterization
Distance: 0.0735
A teen girl in an oppressive theocracy defies anti-magic enforcers and discovers what love, fear, and resistance cost.
Why this is here
Characterization labels: teenage protagonist · female protagonist · impulsive heroine · flawed heroine · strong-willed protagonist · naive protagonist · reckless protagonist · brave protagonist · character-driven cast · vile antagonists · supportive father · best friend
Semantic match: ranked by characterization
Distance: 0.0809
A teen in a brutal future lottery is sent to the elite city, where immortality hides a darker truth.
Why this is here
Characterization labels: female protagonist · teen protagonist · rebellious heroine · strong moral compass · naive heroine · clueless protagonist · stubborn heroine · feisty protagonist · relatable heroine · strong female lead · brave protagonist · selfless heroine · annoying protagonist · character growth
Semantic match: ranked by characterization
Distance: 0.0820
A newly prettified teen must fight brainwashing, social pressure, and her own fading memory to uncover the truth.
Why this is here
Characterization labels: reluctant heroine · flawed heroine · annoying protagonist · brainwashed protagonist · rebellious teen · love interest · best friend rivalry · cool clique · authoritarian agents · manipulative authorities · naive heroine · morally conflicted lead · changed personality
Semantic match: ranked by characterization
Distance: 0.0980
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: 0.0998
A top student is recruited into a secret time-travel agency and must navigate conspiracies, rules, and a new identity.
Why this is here
Characterization labels: teen operative · strong heroine · sassy heroine · rebellious protagonist · selfish protagonist · whiny protagonist · smart protagonist · resourceful protagonist · outsider · antagonistic side characters
Semantic match: ranked by characterization
Distance: 0.1028
A memory-haunted student navigates deadly university testing, political intrigue, and a growing resistance in a controlled future society.
Why this is here
Characterization labels: smart protagonist · overpowered protagonist · perfect heroine · resourceful heroine · stubborn heroine · analytical heroine · chosen one · student protagonist · young leader · moral protagonist
Semantic match: ranked by characterization
Distance: 0.1054
A teen enters an ultra-immersive VR world to reconnect with his friend and uncovers a dangerous company conspiracy.
Why this is here
Characterization labels: teen protagonist · antihero · smart aleck · rebellious teen · flawed hero · unlikeable protagonist · obsessive protectiveness · impulsive · sarcastic · resourceful · rich kid · troubled teen · chosen one · love interest · strong supporting cast · side character depth · underdeveloped characters · independent female character · badass female character · mischief maker · genius protagonist (contested)
Semantic match: ranked by characterization
Distance: 0.1098
A teen dome-dweller crosses into a toxic outside world of mutants, danger, and forbidden love, forcing a hard choice.
Why this is here
Characterization labels: teen heroine · naive heroine · strong heroine · sympathetic protagonist · morally conflicted · decisive protagonist · flawed protagonist · love interests · supporting character development · elite society · outsider survivors
Semantic match: ranked by characterization
Distance: 0.1101
An apprentice dollmaker seeks to prove her creations can fight monsters, but her quest upends everything she knows.
Why this is here
Characterization labels: unlikable protagonist · flawed heroine · arrogant protagonist · stubborn protagonist · brash protagonist · childish behavior · violent temper · redemption arc · traumatized character · reclusive character · guard dollmaker · apprentice · mentor · reclusive expert · complex side characters · sentient dolls
Semantic match: ranked by characterization
Distance: 0.1142
A reluctant college-bound loner gains dangerous magic powers and is dragged into a secret war to save Earth.
Why this is here
Characterization labels: reluctant protagonist · cynical protagonist · loner · emotionally isolated · young adult protagonist · growth arc · power progression · sarcastic protagonist · smart-aleck protagonist · morally conflicted protagonist · ordinary-seeming hero
Semantic match: ranked by characterization
Distance: 0.1147
Separated by war and power, Todd and Viola must survive a brutal new order while trying to find each other again.
Why this is here
Characterization labels: reluctant hero · strong heroine · antihero · villain · manipulator · tyrant · brainwashed pawn · moral ambiguity · character growth · coming of age · naive youth · stubborn protagonist · loyal protagonist · fearless heroine · cunning villain · abusive leader
Semantic match: ranked by characterization
Distance: 0.1149
