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These books are ranked using the setting labels extracted for Deep Freeze.
Setting labels used: near future, post-apocalyptic future, dystopian future, secret lab, medical facility, icy river, winter storm, collapsed society
Focused on “controlled society” 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.
An amnesiac teen with a clue written on her hand must flee a controlled future and uncover who she is.
Why this is here
Setting labels: dystopian future · lab · hospital · secret colony · hidden refuge · controlled society · scientific future · post-human world
Semantic match: ranked by setting
Distance: 0.0987
In a future with collapsing fertility, a young woman enters a government pairing program and must choose her genetic match.
Why this is here
Setting labels: dystopian future · future North America · post-apocalyptic · fertility center · government facility · controlled society · near-future · world on the brink
Semantic match: ranked by setting
Distance: 0.1198
A service robot is mistaken for the wrong unit and sent on a perilous mission with a human infant.
Why this is here
Setting labels: far future · post-apocalyptic future · Earth · controlled society · sanctuary · human prison camp · farmland · dystopian future
Semantic match: ranked by setting
Distance: 0.1281
A secret sleeper program races to save a select few from an extinction-level comet and wakes into a changed world.
Why this is here
Setting labels: near future · Earth · underground shelters · secret facility · post-apocalyptic world · radiation crisis · dystopian future · apocalyptic Earth
Semantic match: ranked by setting
Distance: 0.0982
A short, first-person companion novella follows Alex through imprisonment, escape, and the pull of love and hope.
Why this is here
Setting labels: dystopian future · prison · Crypts · Wilds · post-Delirium · post-Pandemonium · future society · controlled society · near-future · city outskirts
Semantic match: ranked by setting
Distance: 0.1309
In a deathless future, a father must choose who dies so his triplets can live.
Why this is here
Setting labels: future world · near future · dystopian future · utopian dystopia · hospital · Chicago · controlled society · immortal society · one-room setting
Semantic match: ranked by setting
Distance: 0.1314
In a futuristic, disaster-scarred world, a young woman seeks to erase painful memories tied to love and loss.
Why this is here
Setting labels: near future · 2040s · 2050 · dystopian future · post-apocalyptic · unnamed locations · tropical region · scientific future · disaster aftermath
Semantic match: ranked by setting
Distance: 0.1112
A revived Army veteran is hunted by a shadowy conspiracy seeking cryogenic immortality, secrets, and control.
Why this is here
Setting labels: near future · future Earth · post-collapse · dystopian world · fragmented United States · cyberwar aftermath · laboratory setting · ambulance · on the run · underground resistance · cold storage
Semantic match: ranked by setting
Distance: 0.1126
In a dystopian future, a rebel group races to stop an AI apocalypse as new allies, betrayals, and sacrifice reshape everything.
Why this is here
Setting labels: dystopian future · futuristic prison · laboratory · AI-controlled world · post-apocalyptic future · digital world · near-future · oppressive society
Semantic match: ranked by setting
Distance: 0.1131
A sheltered girl in a flooded future city uncovers family secrets, folklore, and a mysterious neighbor’s hidden life.
Why this is here
Setting labels: near future · post-apocalyptic · dystopian future · flooded city · partially submerged city · island city · apartment tower · high-rise building · climate catastrophe · urban decay · alternate world
Semantic match: ranked by setting
Distance: 0.1138
In a dying future, a kidnapped teen bride plots escape from a gilded prison built on genetic failure.
Why this is here
Setting labels: dystopian future · post-apocalyptic America · isolated mansion · gilded cage · collapsed society · surveillance house · near-future · alternate reality
Semantic match: ranked by setting
Distance: 0.1169
An amnesiac wakes blind in a sealed room, guided by one voice toward recovered identity—and a troubling truth.
Why this is here
Setting labels: near future · post-apocalyptic world · dystopian setting · laboratory-like room · infirmary setting · dark room · isolated room · pandemic setting
Semantic match: ranked by setting
Distance: 0.1184
