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These books are ranked using the characterization labels extracted for The Big U: A Hilarious Satire of American College Life.
Characterization labels used: thin characters, ensemble cast, misfits, student types, bureaucrats, young lecturer, serious student, geeks, heroic geeks, villainous administrator, student leaders, cultists, militant factions
This does not mean the books share the same plot, setting, quality, or difficulty. It means their characterization embeddings are close.
Five new college students hide a dangerous secret while training to become certified superheroes.
Why this is here
Characterization labels: ensemble cast · teenage protagonists · college freshmen · misfit team · powerful but inexperienced · secretive characters · moral protagonist · smart aleck · introvert · rich girl · jock · outsider · archetypal characters
Semantic match: ranked by characterization
Distance: 0.1763
A secret U.S. team races into the Amazon to find a missing expedition, El Dorado, and the deadly secret guarding it.
Why this is here
Characterization labels: ensemble cast · military team · scientists · adventurers · government agents · college students · expedition leader · villain · mercenaries · bankers · little character development · flat characters · likeable characters · competent specialists · secret organization · strong villain · romance thread
Semantic match: ranked by characterization
Distance: 0.1865
![Cover of 暗殺教室 17 [Ansatsu Kyōshitsu 17] by Yusei Matsui](https://m.media-amazon.com/images/S/compressed.photo.goodreads.com/books/1450807764i/26169927.jpg)
A divided class settles its biggest moral split through a paintball showdown, then races into space for the next mission.
Why this is here
Characterization labels: student ensemble · gifted students · assassin trainees · teacher figure · rival students · leadership duel · strategist characters
Semantic match: ranked by characterization
Distance: 0.1908
Five friends chasing a lost Incan city in Peru find themselves trapped in a deadly mystery.
Why this is here
Characterization labels: student protagonists · mixed-nationality cast · genius character · morally dubious antagonist · technical expert
Semantic match: ranked by characterization
Distance: 0.1927
Sophomore superhero trainees return to school, hide changed identities, and face new team trials, secrets, and threats.
Why this is here
Characterization labels: ensemble cast · young adults · college students · aspiring heroes · gifted students · team leaders · tactician · mentor figures · secretive characters · developing powers · flawed protagonists
Semantic match: ranked by characterization
Distance: 0.1931
Five hackers are coerced into a secret government project and uncover a dangerous conspiracy buried inside the system.
Why this is here
Characterization labels: ensemble cast · misfit heroes · diverse cast · archetypal characters · distinct voices · character-driven · antiheroic · unlikable characters · sympathetic misfits · troll character · hacktivist · cipherpunk · script kiddie · conspiracy theorist · cybercriminal · white hat hackers · black hat hackers
Semantic match: ranked by characterization
Distance: 0.1959
Years later, a haunted friend group returns home to face the evil that fed on their childhood fears.
Why this is here
Characterization labels: ensemble cast · friend group · adult selves · child protagonists · outcast characters · bully targets · leaders · traumatized characters · distinct character voices · villainous antagonist
Semantic match: ranked by characterization
Distance: 0.2000
![Cover of 暗殺教室 1 [Ansatsu Kyōshitsu 1] by Yusei Matsui](https://m.media-amazon.com/images/S/compressed.photo.goodreads.com/books/1361686014i/15778848.jpg)
A remedial class is tasked with assassinating their alien teacher before he destroys Earth.
Why this is here
Characterization labels: quirky cast · misfit students · troubled students · delinquent students · low-performing students · unlikely mentor · competent teacher · lovable antihero · snarky characters · individualized students
Semantic match: ranked by characterization
Distance: 0.2003
When a police shooting exposes monsters as real, one woman and a sprawling community confront secrecy, fear, and public upheaval.
Why this is here
Characterization labels: ensemble cast · large cast · flawed characters · sympathetic characters · diverse characters · marginalized characters · queer characters · BIPOC characters · trans characters · nonbinary characters · asexual characters · poly characters · young boy · conspiracy theorist · professor · bookstore owner · monster as person
Semantic match: ranked by characterization
Distance: 0.2006
Twenty years after a galaxy-wide war, rival human and alien powers reunite against a new cosmic threat.
Why this is here
Characterization labels: ensemble cast · flat characters · cardboard characters · archetypal characters · new generation · heirs · scientists · engineers · industrialist · merchant class · military figures · parents · children · villainous antagonists
Semantic match: ranked by characterization
Distance: 0.2006
In a steam-powered 2025, a hybrid British-Indian empire faces conspiracies, prophecy, and imperial rivals after a comet-wrecked past.
Why this is here
Characterization labels: badass protagonists · competent cast · thin characterization · archetypal characters · flat characters · stereotyped characters · strong female characters · one-dimensional villains · ensemble cast
Semantic match: ranked by characterization
Distance: 0.2007
St Mary’s must charm a film producer and stop a truth-too-close manuscript, while chaos, repairs, and jokes spiral.
Why this is here
Characterization labels: quirky ensemble · misfits · eccentric leadership · competent chaos · rude outsider · recovering characters · comic side characters · improviser · bureaucratic authority
Semantic match: ranked by characterization
Distance: 0.2012
