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These books are ranked using the setting labels extracted for Penguin Highway.
Setting labels used: Japanese town, small town, school setting, dentist office, summer vacation, everyday reality, alternate reality
Focused on “small town” where exact label matches exist.
This does not mean the books share the same plot, setting, quality, or difficulty. It means their setting embeddings are close.
A grieving teen investigates a rumor-laden tunnel that can grant wishes at a cost, and meets a girl with her own secret agenda.
Why this is here
Setting labels: contemporary Japan · high school · rural town · summer setting · supernatural reality · small-town atmosphere · contemporary fantasy
Semantic match: ranked by setting
Distance: 0.1182
An unlucky teen is forced into a bizarre tag game with an alien princess, unleashing chaotic, episodic comedy.
Why this is here
Setting labels: Earth · Japan · school setting · small town · Tomobiki town · urban fantasy · mythic Japan · space invasion · alternate reality
Semantic match: ranked by setting
Distance: 0.1729
With a month left before an asteroid ends the world, a misfit teen hunts the truth behind her friend’s death.
Why this is here
Setting labels: small town · coastal town · high school · pre-apocalyptic future · present-day contemporary reality
Semantic match: ranked by setting
Distance: 0.1929
A teen sharing his body with an alien parasite faces escalating horror, family loss, and a fight to stay human.
Why this is here
Setting labels: high school · small town · seaside town · contemporary Japan · urban horror · alien invasion
Semantic match: ranked by setting
Distance: 0.1979
![Cover of タコピーの原罪 下 [Takopī no Genzai 2] by Taizan 5](https://m.media-amazon.com/images/S/compressed.photo.goodreads.com/books/1651737596i/60545179.jpg)
An innocent alien tries to bring happiness to a bullied child, but human pain, family chaos, and time shifts upend everything.
Why this is here
Setting labels: contemporary Japan · school setting · summer vacation · domestic setting · urban setting · fictional alien world · time travel · extraterrestrial fiction
Semantic match: ranked by setting
Distance: 0.1694
An ordinary volunteer is swept into a cosmic struggle between good and evil, with reality, time, and choices at stake.
Why this is here
Setting labels: small town · college town · contemporary setting · alternate reality · parallel universes · cosmic reality
Semantic match: ranked by setting
Distance: 0.2024
In the final volume, Shinichi faces the deadliest parasite yet while confronting what separates humans from monsters.
Why this is here
Setting labels: rural village · small town · modern Japan · Earth · alien-invaded world · present-day setting · school setting
Semantic match: ranked by setting
Distance: 0.2053
A coerced teen enters a terrifying secret school where studying remakes reality, identity, and the self.
Why this is here
Setting labels: remote village · provincial town · boarding school · university · beach vacation · small town · institutional setting
Semantic match: ranked by setting
Distance: 0.2075
A grieving teen is blackmailed into a strange school study, where buried truths, old feelings, and new possibilities collide.
Why this is here
Setting labels: small town · high school · school campus · summer camp · Michigan · teen research study · contemporary setting · speculative reality
Semantic match: ranked by setting
Distance: 0.2110
After an accident, a teen violinist loses memories and sees an invisible boy, leading her into a buried secret about her past.
Why this is here
Setting labels: contemporary · small town · high school · clinic setting · medical facility · post-accident · present day · teen life
Semantic match: ranked by setting
Distance: 0.2111
A teen stuck in a summer time loop finds another trapped soul, and together they hunt for the day’s tiny perfect moments.
Why this is here
Setting labels: summer · town library · small town · high school · one day setting
Semantic match: ranked by setting
Distance: 0.2123
Two former friends relive graduation day in a time loop, forcing them to rethink love, friendship, and the future.
Why this is here
Setting labels: high school · graduation day · small town · present day · school setting · electronic store · suburban setting · looped reality
Semantic match: ranked by setting
Distance: 0.2161
