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These books are ranked using the setting labels extracted for Alex.
Setting labels used: dystopian future, prison, Crypts, Wilds, post-Delirium, post-Pandemonium, future society, controlled society, near-future, city outskirts
Focused on “laboratory” 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.
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: 0.0766
Two siblings are seized by a new regime and discover magical powers that could help them escape and fight back.
Why this is here
Setting labels: dystopian future · totalitarian society · prison setting · futuristic world · secret prison · post-takeover society · alternate reality
Semantic match: ranked by setting
Distance: 0.0644
A short prequel follows Lena’s mother as she falls in love, is caged by a cure-driven society, and plans escape.
Why this is here
Setting labels: dystopian future · near-future society · prison · crypts · controlled society · mandatory cure · prequel timeline
Semantic match: ranked by setting
Distance: 0.0708
A grieving teen survives the wilds, infiltrates the resistance, and faces a dangerous new mission and new love.
Why this is here
Setting labels: dystopian future · wilds · city · resistance network · oppressive society · post-cure world
Semantic match: ranked by setting
Distance: 0.0779
Two sisters in a tightly controlled future are pulled into a brutal prison system, and one must find the other before it’s too late.
Why this is here
Setting labels: dystopian future · controlled society · cell communities · maximum-security prison · youth prison · small farming community · closed-world setting
Semantic match: ranked by setting
Distance: 0.0859
Two between-book novellas and a journal collection revisit the Shatter Me story through Warner and Adam’s eyes.
Why this is here
Setting labels: dystopian future · controlled society · military base · resistance movement · asylum · post-collapse world
Semantic match: ranked by setting
Distance: 0.0876
In a dystopian future, a fugitive young woman races to stop a looming catastrophe while uncovering devastating truths.
Why this is here
Setting labels: dystopian future · post-catastrophe · clan society · underground city · catacombs · wilderness · spheres · factional society · future world · speculative future
Semantic match: ranked by setting
Distance: 0.0877
A boy trapped in a sentient prison and a girl bound by court politics discover a key that links their worlds.
Why this is here
Setting labels: future dystopia · sealed prison · inside/outside worlds · quasi-medieval society · historical reenactment · technological restriction · futuristic prison · living world
Semantic match: ranked by setting
Distance: 0.0889
A brainwashed teen enforcer must choose between loyalty to the system and the remnants of her former self.
Why this is here
Setting labels: dystopian city · post-apocalyptic world · controlled society · ruins · the wild · underground resistance · future society · new city
Semantic match: ranked by setting
Distance: 0.0922
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: 0.0938
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: 0.0954
A captive girl with a lethal touch is pulled into a violent regime, a resistance, and a dangerous love triangle.
Why this is here
Setting labels: dystopian future · military regime · isolated cell · asylum · rebellion base · oppressive society · post-collapse world
Semantic match: ranked by setting
Distance: 0.0963
