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These books are ranked using the setting labels extracted for Pandemonium.
Setting labels used: dystopian future, wilds, city, resistance network, oppressive society, post-cure world
This does not mean the books share the same plot, setting, quality, or difficulty. It means their setting embeddings are close.
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: 0.0652
Three linked novellas return to the Delirium world through the voices of Hana, Annabel, and Raven.
Why this is here
Setting labels: dystopian future · controlled society · resistance world · the Wilds · the Crypts
Semantic match: ranked by setting
Distance: 0.0656
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: 0.0779
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: 0.0837
A fugitive teen couple searches ruined America for survivors and a hidden rebellion that could help them fight back.
Why this is here
Setting labels: dystopian future · post-war America · abandoned cities · wilderness · safe houses · resistance hideouts · underground network
Semantic match: ranked by setting
Distance: 0.0864
A censored gonzo journalist takes on a newly elected president, chasing corruption through a violent, media-saturated city.
Why this is here
Setting labels: dystopian future · urban sprawl · corrupt city · near-future politics · high-tech society · media-saturated world · grim future
Semantic match: ranked by setting
Distance: 0.0884
An amnesiac girl must survive a brutal outpost, evade robotic law enforcers, and uncover who she was.
Why this is here
Setting labels: dystopian future · post-apocalyptic world · broken city · walled outpost · harsh urban wasteland · authoritarian society · robotic law enforcement · scarcity-driven society · future frontier
Semantic match: ranked by setting
Distance: 0.0921
Separated by a controlling Society, Cassia and Ky cross a harsh frontier searching for each other and a rebellion.
Why this is here
Setting labels: dystopian future · controlled society · outer provinces · wild frontier · canyons · farmlands · post-collapse world
Semantic match: ranked by setting
Distance: 0.0971
A new Guardian uncovers dangerous lies about his peaceful society after a rebel encounter leaves him questioning everything.
Why this is here
Setting labels: future dystopia · post-apocalyptic world · walled city · war-damaged world · authoritarian society · frontier rebels
Semantic match: ranked by setting
Distance: 0.1004
A post-initiation Dauntless novice weighs leadership, uncovers a conspiracy, and confronts a life-changing family secret.
Why this is here
Setting labels: dystopian future · faction society · Dauntless · urban setting · post-initiation · controlled society
Semantic match: ranked by setting
Distance: 0.1041
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: 0.1047
A revenge-driven villain infiltrates a superhero order, only to question loyalty, justice, and her growing feelings.
Why this is here
Setting labels: futuristic world · dystopian city · post-anarchy society · superpowered society · urban setting · underground hideout
Semantic match: ranked by setting
Distance: 0.1062
