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Combine common axes
These books are ranked using the characterization labels extracted for The Map of Tiny Perfect Things.
Characterization labels used: teen protagonist, male protagonist, female lead, lonely characters, curious characters, awkward teens, self-contained protagonist, reflective character arc
This does not mean the books share the same plot, setting, quality, or difficulty. It means their characterization embeddings are close.
A relocated teen in a futuristic city stumbles into a corporate secret, a missing girl, and a mystery that upends his life.
Why this is here
Characterization labels: teen protagonist · kind-hearted hero · shy protagonist · curious protagonist · brave protagonist · protective protagonist · flat characters · memorable side characters · mentor figure · villainous corporation
Semantic match: ranked by characterization
Distance: 0.1046
![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: 0.1058
Two teens from different places begin waking up in each other’s lives, turning ordinary days into a fate-bound mystery.
Why this is here
Characterization labels: high school students · female protagonist · male protagonist · determined · curious · sympathetic leads · teen protagonists
Semantic match: ranked by characterization
Distance: 0.1120
In a surveilled walled city where self-expression is outlawed, a teen uncovers a hidden underground and a fight for freedom.
Why this is here
Characterization labels: teen protagonist · female protagonist · outcast · brainwashed citizen · privileged protagonist · reluctant rebel · character growth · leader arc
Semantic match: ranked by characterization
Distance: 0.1127
An amnesiac teen follows clues in his backpack to uncover his identity, and a secret experiment tied to his forgotten past.
Why this is here
Characterization labels: teen protagonist · hacker · naive protagonist · resourceful protagonist · suspicious protagonist · helpful girl · antagonists · flat secondary characters · moral ambiguity
Semantic match: ranked by characterization
Distance: 0.1161
A teen wakes each day in a different body, until one unexpected connection threatens their careful routine.
Why this is here
Characterization labels: teen protagonist · consciousness-based protagonist · restless protagonist · lonely protagonist · relentless pursuer · emotionally complicated characters · diverse cast · depressed character · trans male character
Semantic match: ranked by characterization
Distance: 0.1172
An awkward teen swallows a tiny supercomputer that promises coolness, popularity, and a shot at his crush.
Why this is here
Characterization labels: male teen protagonist · socially awkward protagonist · outcast protagonist · low self-esteem · crush-driven motivation · morally flawed characters · bully peers · one-dimensional female characters (claimed) · teen boy interiority · best friend
Semantic match: ranked by characterization
Distance: 0.1181
A 15-year-old girl who can disappear is pulled into a hidden world where her secret ties to larger clan conflicts.
Why this is here
Characterization labels: teen protagonist · genius friend · supportive friend · comic relief · secretive heroine · impulsive heroine · overpowered characters · idealized teens
Semantic match: ranked by characterization
Distance: 0.1185
A superpowered teen alien hunter follows a deadly list of targets while chasing the alien who killed his parents.
Why this is here
Characterization labels: teen protagonist · alien protagonist · lonely hero · overpowered hero · smart protagonist · sarcastic protagonist · immature villain
Semantic match: ranked by characterization
Distance: 0.1200
A grieving teen returns to a remote island funeral and is trapped in a deadly time loop of shadows, secrets, and murder.
Why this is here
Characterization labels: teen protagonist · college student · returning home · investigative protagonist · impulsive character · expressive characters · trustworthy/untrustworthy ambiguity · foster sibling dynamics
Semantic match: ranked by characterization
Distance: 0.1202
A lucky outsider enters a power academy where cosmic abilities, rivalries, and a looming war reshape her future.
Why this is here
Characterization labels: socially awkward protagonist · introverted protagonist · underestimated protagonist · self-doubting protagonist · strong female leads · rival mentor figure · mysterious character · ambitious student · loyal side characters · animal companion
Semantic match: ranked by characterization
Distance: 0.1215
![Cover of ダンダダン 5 [Dan Da Dan 5] by Yukinobu Tatsu](https://m.media-amazon.com/images/S/compressed.photo.goodreads.com/books/1651084228i/60893445.jpg)
A cursed mountain-town visit turns into a chaotic mix of haunted-house mystery, monster attacks, and messy teen feelings.
Why this is here
Characterization labels: teen protagonists · awkward boys · protective heroine · empathetic spirit · tragic antagonist · goofy friend · supportive ally · cursed victim · possessed body
Semantic match: ranked by characterization
Distance: 0.1234
