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Combine common axes
These books are ranked using the premise + setting labels extracted for Manhunt. Books rank higher when they are close on every selected axis.
Premise labels used: pandemic survival, gender plague, monster hunt, found family, resource scarcity, trans survival, anti-trans violence, post-collapse survival
Setting labels used: post-apocalyptic, New England, ravaged coast, bunker society, collapse aftermath, virus-ravaged world, dystopian future
This does not mean the books share the same plot, setting, quality, or difficulty. It means their premise + setting embeddings are close.
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: 0.1414
After a world-ending virus, rival survivor factions clash while former soldiers and civilians try to build order.
Why this is here
Premise labels: post-pandemic survival · collapsed society · new settlements · survivor factions · power struggle · rebuilding civilization · virus aftermath · lawless world
Setting labels: post-apocalyptic world · post-pandemic world · collapsed civilization · dead world · no rules · United States · Virginia · Tysons Corner · Antarctica · Cuba · underground facility · submarine setting · military bunker
Semantic match: ranked by premise + setting
Distance: 0.1474
A volunteer advocate in a sealed, resource-starved city is pulled beyond the wall and into a dangerous truth.
Why this is here
Premise labels: Pandemic aftermath · Walled city · Resource scarcity · Population control · Euthanasia system · Voluntary sacrifice · Secret truth · Forbidden outside world · Love under pressure · Dystopian rebellion
Setting labels: Post apocalyptic · Walled city · Locked-down city · Overcrowded city · Wasteland outside · Pandemic world · Near future · Dystopian society · Isolated enclave
Semantic match: ranked by premise + setting
Distance: 0.1494
A pregnant nurse infected by a combustible plague fights to survive a collapsing world with help from a mysterious Fireman.
Why this is here
Premise labels: pandemic outbreak · spontaneous combustion · infected survivors · plague survival · post-collapse community · protective outsider · pregnant protagonist · mysterious guardian · contagious disease
Setting labels: apocalyptic America · New Hampshire · New England · hospital setting · camp setting · collapsed civilization · small town · post-pandemic world
Semantic match: ranked by premise + setting
Distance: 0.1525
In a brutal post-plague world, Flora travels between fragile communities while battling oppression, identity, and a looming threat.
Why this is here
Premise labels: post-apocalyptic survival · gender identity · reproductive crisis · quest for home · found family · oppression resistance · human evolution
Setting labels: post-plague world · post-apocalyptic USA · gendered society · scarce-women society · island setting · underground city · settlement politics · blighted landscape
Semantic match: ranked by premise + setting
Distance: 0.1529
An airborne virus wipes out or warps nearly all men, forcing a young woman and a community of survivors to endure—and investigate what’s next.
Why this is here
Premise labels: pandemic outbreak · female survivors · gendered infection · last stand · cure quest · war of the sexes · isolated compound
Setting labels: near future · post-apocalyptic world · walled compound · isolated encampment · destroyed towns · research facility · school · compound society
Semantic match: ranked by premise + setting
Distance: 0.1529
In a ruined future, a sheltered survivor must endure a sexually transmitted cure from soldiers to survive a deadly plague.
Why this is here
Premise labels: virus survival · forced intimacy · sex as cure · immunity quest · plague aftermath · military rescue · do-or-die choice · survival dilemma
Setting labels: post-apocalyptic · dystopian future · plague world · bioweapon fallout · military compound · monastery · ruined world · survivalist world · Earth
Semantic match: ranked by premise + setting
Distance: 0.1544
A bunker survivor races through a ravaged post-pandemic world to find medicine before time runs out.
Why this is here
Premise labels: pandemic aftermath · resource scarcity · race against time · medical mission · survival quest · bunker exit · save-the-world
Setting labels: underground bunker · silo · post-pandemic world · near-future · dystopian USA · Nebraska · war zones · abandoned cities · post-apocalyptic landscape · global pandemic reality
Semantic match: ranked by premise + setting
Distance: 0.1571
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: 0.1577
In a devastated future, two women from opposing communities race to save their people amid plague, biotech, and power struggles.
Why this is here
Premise labels: pandemic apocalypse · genetic engineering · parthenogenetic society · clone community · body regeneration · organ harvesting · mind-body separation · corporate power · technocratic control
Setting labels: future Earth · post-apocalyptic world · post-oil world · climate-changed world · pandemic world · dystopian future · ruined city · quarantine rings · isolated commune · post-Canada
Semantic match: ranked by premise + setting
Distance: 0.1586
Six years after a pandemic, four survivors in a rebuilding San Francisco face buried pasts, family bonds, and a new outbreak scare.
Why this is here
Premise labels: post-pandemic recovery · rebuilding society · found family · identity search · custody conflict · second outbreak
Setting labels: post-apocalyptic · near-future · San Francisco · rebuilding society · metro cities · communes · wasteland zones · post-pandemic world
Semantic match: ranked by premise + setting
Distance: 0.1603
A midwife survives a plague that decimates women and children, then travels a brutal new world in disguise.
Why this is here
Premise labels: post-apocalyptic survival · plague aftermath · gender imbalance · women scarcity · pregnancy danger · survival journey · female protection · birth control · road narrative · recorded history
Setting labels: post-apocalyptic world · plague aftermath · near future · United States · San Francisco · lawless society · deserted cities · collapsed civilization · desolate landscape · survivalist world
Semantic match: ranked by premise + setting
Distance: 0.1629
