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Combine common axes
These books are ranked using the themes labels extracted for A Better World.
Themes labels used: wealth inequality, power, privilege, conformity, corporate greed, social decay, environmental collapse, climate anxiety, survival, family loyalty, belonging, alienation, authenticity, mob mentality, toxic positivity, control, secrecy, complicity, bullying, class stratification, religion, community, sanity, fear, propaganda
This does not mean the books share the same plot, setting, quality, or difficulty. It means their themes embeddings are close.
In a world plunged into darkness, a family bears the blame as two generations navigate love, grief, and survival.
Why this is here
Themes labels: class inequality · corporate greed · capitalism · blame · identity · survival · hope · light and darkness · love · family · generational trauma · dehumanization · prejudice · faith · grief · mental health · social commentary · compassion · community scapegoating
Semantic match: ranked by themes
Distance: 0.0943
In a flooded future, a girl infiltrates a luxury dating contest to steal back her community’s future—until love complicates the mission.
Why this is here
Themes labels: climate change · capitalism · class inequality · wealth disparity · resource hoarding · corporate greed · environmental destruction · social commentary · media propaganda · consumerism · privilege · survival · hope · authenticity · compassion · political resistance · collective action · dehumanization
Semantic match: ranked by themes
Distance: 0.0964
A queer teen heist crew steals forbidden magic in a futuristic city, then stumbles into a conspiracy.
Why this is here
Themes labels: friendship · loyalty · abandonment fear · communication · trauma · grief · climate change · corporate greed · anti-capitalism · social mobility · wealth disparity · resistance · community · love · identity · trust · vulnerability · responsibility · power imbalance
Semantic match: ranked by themes
Distance: 0.0977
Wealthy guests shelter in a luxury hotel after nuclear disaster, but fear and moral strain begin to break their sealed world.
Why this is here
Themes labels: class inequality · wealth privilege · survival ethics · moral responsibility · authority · authoritarianism · othering · contamination fear · contagion anxiety · passivity · inaction · social breakdown · human nature · moral compromise · social hierarchy · guilt · alienation · self-preservation · crisis behavior · capitalism · war economy · transparency · decision making
Semantic match: ranked by themes
Distance: 0.1019
A lonely teen and her outsider friends race to survive a biotech-fueled night of violence in their Oregon town.
Why this is here
Themes labels: racism · bullying · class inequality · corporate greed · trauma · survival · friendship · love · loyalty · sacrifice · loss of innocence · media paranoia · conspiracy · violence · biotech ethics · human cruelty · identity · power · control · fear
Semantic match: ranked by themes
Distance: 0.1069
In a near-future America sealed behind walls, wealthy thrill-seekers on a wilderness tour face deadly ticks and human danger.
Why this is here
Themes labels: survival · freedom · fear · control · class inequality · have-nots · wealth and privilege · humanity · morality · loyalty · trust · power · greed · government control · social division · borders · immigration · technology · capitalism · environment · motherhood · reproduction · family · responsibility · resourcefulness · partnership · honor
Semantic match: ranked by themes
Distance: 0.1085
A pompous English poultry breeder learns the moon will strike Earth and records how his village faces the end.
Why this is here
Themes labels: human nature · classism · community · survival · fear and denial · greed · power lust · war and conflict · social breakdown · civilization collapse · isolation · loneliness · camaraderie · duty · class boundaries · colonialism · empire · propaganda · leadership · self-sufficiency · moral weakness
Semantic match: ranked by themes
Distance: 0.1086
An ordinary man watches sudden violence spread as neighbors, family, and strangers turn murderous in a collapsing world.
Why this is here
Themes labels: fear · violence · paranoia · survival · societal collapse · human nature · perceived threat · mob mentality · moral ambiguity · trust · identity · dehumanization · family duty · class tension · media influence · gender/race/class equality
Semantic match: ranked by themes
Distance: 0.1124
A rich, guilt-ridden heir tries to spend his fortune on kindness, while relatives and lawyers try to prove him insane.
Why this is here
Themes labels: wealth inequality · capitalism critique · philanthropy · charity · greed · human dignity · kindness · sanity and madness · meaninglessness · social hypocrisy · class system · American Dream · automation anxiety · humanism · war trauma · guilt · selflessness · uselessness · fraud · corruption
Semantic match: ranked by themes
Distance: 0.1127
Four early Bachman-era novellas follow a hostage crisis, a lethal walk, a man against progress, and a deadly game show.
Why this is here
Themes labels: violence · teenage angst · mob mentality · human nature · social pressure · alienation · mental illness · grief · loss of control · desperation · capitalism · consumerism · class inequality · progress · government power · survival · endurance · hopelessness · fear · coming of age · media spectacle · dehumanization
Semantic match: ranked by themes
Distance: 0.1130
A long-term couple is split apart when one enters a reality show for a one-way trip to Mars and the other watches from Earth.
Why this is here
Themes labels: climate crisis · capitalism · consumerism · fame · wealth · social media · reality TV · grief · trauma · belief · religion · humanism · existentialism · environmentalism · escape · ambition · meaning · identity · love · loss · maturity · parental influence · late capitalism · eco-anxiety · classism · racism · fatphobia · settling for life
Semantic match: ranked by themes
Distance: 0.1142
A genetically engineered family protector navigates a brutal future ruled by rival dynasties and hidden loyalties.
Why this is here
Themes labels: wealth inequality · power and corruption · loyalty · identity · class oppression · survival · social control · plausibility · dehumanization · family and belonging · political intrigue · social justice · resource scarcity
Semantic match: ranked by themes
Distance: 0.1156
