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These books are ranked using the characterization labels extracted for Made in Korea.
Characterization labels used: socially awkward, precocious child, voracious learner, naive, misunderstood, self-aware, identity-seeking, sympathetic protagonist, cardboard cutouts, rogue scientist
Focused on “perverted male lead” where exact label matches exist.
This does not mean the books share the same plot, setting, quality, or difficulty. It means their characterization embeddings are close.
A broke student finds a discarded humanoid computer in the trash and becomes entangled in her mystery and their bond.
Why this is here
Characterization labels: awkward protagonist · poor student · technophobe · perverted male lead · childlike girl · infantilized character · cute character · mysterious outsider · naive companion · supporting cast ensemble
Semantic match: ranked by characterization
Distance: 0.1701
A gifted but abrasive teen uses his homemade drone to spy on others, then uncovers secrets that turn dangerous.
Why this is here
Characterization labels: gifted teen · arrogant protagonist · unsympathetic lead · socially awkward · technically gifted · moral ambiguity · character development · outsider
Semantic match: ranked by characterization
Distance: 0.1580
A middle school boy with supervillain parents must hide his own powers and team up with unexpected friends to save them.
Why this is here
Characterization labels: awkward kid · outsider · good kid · mysterious girl · best friend · supervillain parents · hero father · comic relief · morally ambiguous adults · developing powers · self-deprecating protagonist
Semantic match: ranked by characterization
Distance: 0.1585
A traumatized sec-unit runs a rescue mission on a vast torus station, facing humans, kids, and corporate danger.
Why this is here
Characterization labels: socially awkward · anti-social · snarky · traumatized · emotionally evolving · hyper-competent · self-aware · reluctant protector · competent under pressure · grumpy · wary of humans · soft spot for kids · mentor role · rogue construct · free agent
Semantic match: ranked by characterization
Distance: 0.1670
A lazy middle schooler accidentally eats knowledge pills and must use his new genius to save his school.
Why this is here
Characterization labels: lazy protagonist · average student · relatable kid · genius kid · best friend sidekick · smart crush · fun villain · scheming principal · quirky scientist · supportive family · responsible arc · matured protagonist
Semantic match: ranked by characterization
Distance: 0.1707
A bullied girl, her gifted brother, and a friend cross space-time to rescue a missing father from cosmic evil.
Why this is here
Characterization labels: awkward girl · gifted child · child prodigy · brilliant but flawed · moody heroine · socially awkward · popular boy · scientist parent · missing father · eccentric mentors · precocious child · relatable heroine · outcast child · supportive friend · fallible adults
Semantic match: ranked by characterization
Distance: 0.1738
An alternate-universe Harry Potter uses science and rationality to probe magic, challenge Hogwarts, and remake his fate.
Why this is here
Characterization labels: child prodigy · rationalist · smart protagonist · annoying genius · arrogant protagonist · self-centered protagonist · overly mature child · relatable flaws · dark lord aspiration · logical villain · over-the-top characterization · female characters weak
Semantic match: ranked by characterization
Distance: 0.1775
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: 0.1786
A geology-loving teen falls into a sinkhole and must survive an underground colony, dangerous creatures, and a way home.
Why this is here
Characterization labels: socially awkward protagonist · anxious protagonist · aspiring scientist · geology nerd · coming-of-age arc · dynamic protagonist · relatable heroine · brave heroine · resourceful heroine · people-pleasing · low self-esteem · reluctant leader · smart side character · protective leader · insular community
Semantic match: ranked by characterization
Distance: 0.1794
A teen science nerd and his prankster brother fake an alien invasion, and their small-town lie spirals wildly out of control.
Why this is here
Characterization labels: introverted protagonist · science nerd · awkward teen · gay teen · boy genius · prankster brother · supportive parents · neurodivergent-coded protagonist · anxious protagonist · self-focused protagonist · character growth · dry wit
Semantic match: ranked by characterization
Distance: 0.1802
An alien meant to spend a month as a human on Earth accidentally lands in a cat’s body and finds a friend.
Why this is here
Characterization labels: quirky protagonist · socially awkward girl · animal lover · empathetic friend · alien scholar · immortal being · hive mind · lonely child · supportive grandmother · lovable side character · weird kid · outsider · rescuer · curious observer · catlike behavior
Semantic match: ranked by characterization
Distance: 0.1811
A young man chases the truth behind a deadly virus and discovers a reality far stranger than he imagined.
Why this is here
Characterization labels: young protagonist · medical student · genius child · scientist · pathologist · self-sacrificing hero · female objectification · emotionally reserved
Semantic match: ranked by characterization
Distance: 0.1820
