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These books are ranked using the premise labels extracted for Master Class.
Premise labels used: standardized testing, tiered society, education control, social sorting, class stratification, state boarding schools, family under system, mother saves child, eugenics
This does not mean the books share the same plot, setting, quality, or difficulty. It means their premise embeddings are close.
In a tightly controlled future city, a streetwise fixer uncovers the truth behind an apparently fair social order.
Why this is here
Premise labels: controlled society · class hierarchy · intelligence ranking · social engineering · resource rationing · guaranteed basic income · restricted mobility · system evasion · hidden order
Semantic match: ranked by premise
Distance: 0.2132
In a rating-obsessed future school, six teens from different cliques unite after a cryptic warning upends their lives.
Why this is here
Premise labels: rating system · social mobility · elite school · cryptic messages · unlikely allies · teen conspiracy · status hierarchy
Semantic match: ranked by premise
Distance: 0.2140
In isolated towers, boys and girls are raised separately as geniuses until curiosity threatens the experiment.
Why this is here
Premise labels: social experiment · isolated school · gender segregation · genius training · coming of age · controlled environment
Semantic match: ranked by premise
Distance: 0.2166
In a future Earth ruled by psychic and superintelligent elites, an ordinary laborer gets pulled into revolt and alien intervention.
Why this is here
Premise labels: class hierarchy · repressive government · resistance movement · alien intervention · telepathic powers · supergenius elites · civil service exam · rigged meritocracy
Semantic match: ranked by premise
Distance: 0.2239
In a pleasure-driven future where citizens are engineered and conditioned for obedience, one outsider questions the cost of happiness.
Why this is here
Premise labels: dystopian society · engineered society · social control · state conditioning · managed happiness · future society · class stratification · controlled reproduction · individual vs system · utopia facade
Semantic match: ranked by premise
Distance: 0.2257
A family enforcer confronts terror and identity doubts while a displaced waste family races toward a life-changing selection.
Why this is here
Premise labels: class hierarchy · social stratification · elite rule · survival quest · selection process · security operative · terrorist threat · family control · dystopian future · cross-country journey
Semantic match: ranked by premise
Distance: 0.2278
A traveler describes a rigorously ordered sun-city where knowledge, religion, labor, and reproduction are all collectively controlled.
Why this is here
Premise labels: ideal society · utopian state · communal living · shared property · educational utopia · religious utopia · scientific society · communal childrearing · regulated society · social order
Semantic match: ranked by premise
Distance: 0.2294
In a postwar classroom, a new teacher swiftly reshapes children’s beliefs, testing the meaning of loyalty, faith, and thought.
Why this is here
Premise labels: indoctrination · propaganda · brainwashing · critical thinking · state education · authoritarian takeover · civic ritual · question authority · malleable minds · reeducation
Semantic match: ranked by premise
Distance: 0.2391
A teen faces state selection in a post-apocalyptic caste society where service, survival, and hidden truths collide.
Why this is here
Premise labels: selection system · service to state · caste society · future dystopia · hidden truth · oppressed youth · border conflict · mandatory euthanasia · immortal elite · class control
Semantic match: ranked by premise
Distance: 0.2395
In a future where the state enforces absolute equality, one gifted boy’s rebellion exposes the cost of sameness.
Why this is here
Premise labels: forced equality · state control · individuality versus conformity · anti-egalitarian dystopia · handicaps as social leveling · competition suppressed · absolute equality · government overreach · talent suppression
Semantic match: ranked by premise
Distance: 0.2402
In a computer-run future of drugged conformity, one uneasy man begins to question a perfect world built to erase freedom.
Why this is here
Premise labels: controlled society · computer rule · drugged conformity · freedom vs control · rebellion · anti-utopia · surveillance state · genetic uniformity
Semantic match: ranked by premise
Distance: 0.2409
A boy lifted from a mining ship’s underclass and a professor from within the system uncover the chains binding them both.
Why this is here
Premise labels: generation ship · class hierarchy · slavery metaphor · academic institution · scholarship program · social mobility · oppression and resistance · carceral system · artistic talent · systemic change
Semantic match: ranked by premise
Distance: 0.2412
