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Combine common axes
These books are ranked using the premise + setting labels extracted for Dark Inside. Books rank higher when they are close on every selected axis.
Premise labels used: apocalyptic outbreak, survival, mass panic, humanity turns violent, moral collapse, fight to stay alive, hidden evil, infected humans, social breakdown, end times
Setting labels used: contemporary, apocalypse onset, Earth, North America, United States, Canada, Seattle, Vancouver, small town, cities, rural areas, post-earthquake devastation, collapsed society
This does not mean the books share the same plot, setting, quality, or difficulty. It means their premise + setting embeddings are close.
A zombie plague collapses America, and a scattered cast of survivors must fight, flee, and endure as the dead rise.
Why this is here
Premise labels: zombie apocalypse · survival struggle · outbreak aftermath · multiple survivors · civilization collapse · man-made plague
Setting labels: United States · small town · farm · cities · apocalypse setting · world-ending crisis
Semantic match: ranked by premise + setting
Distance: 0.1374
Three survivor groups race through a sudden, mysterious cascade of disasters as the world falls apart around them.
Why this is here
Premise labels: apocalypse · end of the world · survival · disaster survival · search for loved ones · find shelter · race to safety · civilization collapse · nature revolt · mystery catastrophe
Setting labels: United States · East Coast · Northeastern US · Massachusetts · Rhode Island · New England · apocalyptic world · present day
Semantic match: ranked by premise + setting
Distance: 0.1411
A sheltered Catholic teen crosses a collapsing America where a virus turns the infected into sexually violent monsters.
Why this is here
Premise labels: virus outbreak · lust plague · apocalyptic survival · religious repression · sexual awakening · search for family · coming of age · forced self-discovery · survival quest · collapse of society · purity culture
Setting labels: Midwest · Wisconsin · small town · post-apocalyptic America · contemporary setting · collapsing society · quarantined world · religious community · apocalyptic landscape · roadside America
Semantic match: ranked by premise + setting
Distance: 0.1514
A pandemic-ravaged Earth faces a second threat from alien invaders as survivors fight, adapt, and resist.
Why this is here
Premise labels: double apocalypse · pandemic survival · alien invasion · human survival · post-collapse resistance · ordinary people · multiple storylines · survivor groups
Setting labels: post-apocalyptic · ruined America · New York · Los Angeles · upstate Idaho · Redding, California · Catalina Island · dystopian future · worldwide collapse · survivalist wilderness · ruins of cities
Semantic match: ranked by premise + setting
Distance: 0.1581
In a shattered future Earth, an outcast mother searches for her lost daughter amid cataclysm, power, and betrayal.
Why this is here
Premise labels: apocalypse · survival · environmental catastrophe · oppressed power users · geological magic · social collapse · recurring disaster · world-ending crisis · resource conflict · collective survival
Setting labels: post-apocalyptic world · single continent · future Earth · cataclysmic seasons · geologically unstable world · nonhuman beings · ancient civilization · far future · low-tech survival · broken world
Semantic match: ranked by premise + setting
Distance: 0.1581
Eight years after civilization’s collapse, survivors face an evolved mutant threat that could restart extinction.
Why this is here
Premise labels: post apocalypse · virus outbreak · mutant threat · human survival · rebuilding civilization · hidden enemy · evolved monsters · outpost defense · renewed conflict · survival war
Setting labels: post apocalyptic America · Allied States of America · outposts · collapsed cities · frontier · near future · rebuilding society · military zones
Semantic match: ranked by premise + setting
Distance: 0.1590
A zombie outbreak on the West Coast forces a mismatched group of ordinary survivors to protect family, love, and each other.
Why this is here
Premise labels: zombie apocalypse · survival group · found family · family under pressure · virus outbreak · civilization collapse · ordinary people
Setting labels: West Coast · Pacific Northwest · Oregon · California · Eugene · zombie apocalypse · post-collapse world · same universe
Semantic match: ranked by premise + setting
Distance: 0.1595
In a ruined future, survivors try to rebuild as the last great viral threat returns for a final clash.
Why this is here
Premise labels: post apocalypse · viral outbreak · vampire apocalypse · survival · final battle · humanity's future · evil returns · end of trilogy
Setting labels: post-apocalyptic world · North America · Manhattan · Texas · enclosed settlement · far future · present and past · future history
Semantic match: ranked by premise + setting
Distance: 0.1634
A father protects his infant son through a zombie outbreak while survivors try to build a new community.
Why this is here
Premise labels: virus outbreak · reanimated dead · survival quest · protect family · rebuild society · leader emergence · community survival · end times
Setting labels: zombie apocalypse · post collapse world · suburban America · city to suburb migration · survivor communities · school refuge · gas station stop · home defense · civilization collapse
Semantic match: ranked by premise + setting
Distance: 0.1646
A battle-tested captain and surviving allies race to hold back the infected horde while rebuilding a shattered America.
Why this is here
Premise labels: zombie apocalypse · survival mission · rebuilding society · safe haven · military survivors · infected horde · government project · man versus man · man versus infected
Setting labels: post apocalyptic America · United States · North Carolina · east coast · midwest · southeastern United States · bunkers · military outposts · collapsed society · viral apocalypse
Semantic match: ranked by premise + setting
Distance: 0.1651
A post-apocalyptic anthology gathering 30 varied stories about survival, collapse, plague, and what remains after the end.
Why this is here
Premise labels: end of the world · apocalypse survival · post-collapse world · civilization collapse · survival after disaster · multiple apocalypse scenarios · aftermath stories · end-times fiction
Setting labels: post-apocalyptic world · dystopian future · earth after disaster · collapse of civilization · desert landscape · quarantine · bunkers · ruins · American setting · global catastrophe
Semantic match: ranked by premise + setting
Distance: 0.1677
A viral apocalypse leaves 3% alive, forcing a hardened survivor and other stragglers to fight for humanity.
Why this is here
Premise labels: viral apocalypse · pandemic collapse · survival struggle · found family · post-collapse conflict · human predators
Setting labels: post-apocalyptic world · global pandemic aftermath · collapsed civilization · hospitality/safe-haven facade · military/urban survival
Semantic match: ranked by premise + setting
Distance: 0.1679
