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Combine common axes
These books are ranked using the themes labels extracted for Us Dark Few.
Themes labels used: survival, freedom, censorship, corruption, fascism, resistance, hope, despair, trust, trauma, grief, identity, class divide, control, knowledge, political commentary, climate crisis, anti-nuclear war, injustice
This does not mean the books share the same plot, setting, quality, or difficulty. It means their themes embeddings are close.
A desperate teen flees a brutal regime to a supposedly safe island, only to find the refuge hides new dangers and secrets.
Why this is here
Themes labels: survival · hope · fear · environmentalism · climate change · corporatism · capitalism · class conflict · power · resistance · freedom · betrayal · morality under pressure · trust · grief
Semantic match: ranked by themes
Distance: 0.0844
Enslaved humanity is forced into an alien war, and one soldier may be the spark that leads to freedom.
Why this is here
Themes labels: freedom · resistance · occupation · propaganda · deception · survival · hope · human resilience · rebellion · power imbalance · trust · prejudice · class oppression · moral compromise · war · identity · agency
Semantic match: ranked by themes
Distance: 0.0883
A boxed four-book dystopian saga where teens fight for survival under state control and one rebellion-shaped symbol emerges.
Why this is here
Themes labels: survival · oppression · rebellion · social inequality · government control · media manipulation · war · trauma · loss · love · sacrifice · resistance · corruption · class conflict · political commentary
Semantic match: ranked by themes
Distance: 0.0885
Haymitch Abernathy’s 50th Hunger Games story pits him against a rigged arena, old bonds, and a system built to break him.
Why this is here
Themes labels: survival · propaganda · oppression · rebellion · dehumanization · trauma · grief · love · hope · complicity · social criticism
Semantic match: ranked by themes
Distance: 0.0894
A marked teen blackjack dealer hires a mercenary crew to cross a frozen, ruined Earth toward a rumored paradise.
Why this is here
Themes labels: survival · environmental collapse · persecution · identity · self acceptance · trust · freedom · love versus danger · power and control · class divide · hope · corrupt government · coming of age · difference and belonging · human cruelty
Semantic match: ranked by themes
Distance: 0.0912
A replicant detective races to find a missing loved one while a dystopian society edges toward collapse.
Why this is here
Themes labels: death · mortality · love · hope · hate · power · corruption · social inequality · technology · humanity · identity · freedom · democracy · fanaticism · religious extremism · political violence · climate crisis · environmental collapse · capitalism · memory · compassion · solidarity · transhumanism · dehumanization
Semantic match: ranked by themes
Distance: 0.0936
In a ruined 1948 London, an immune American pilot is hunted by dying fascists who need his blood to survive.
Why this is here
Themes labels: survival · war aftermath · biopolitics · scarcity · fascism · morality under pressure · trust · trauma · loneliness · loss · national identity · class tension · body as commodity · social division · hope
Semantic match: ranked by themes
Distance: 0.0982
Mon Mothma, Bail Organa, and Saw Gerrera navigate the Empire’s rise through politics, spycraft, and resistance.
Why this is here
Themes labels: fascism · democracy · resistance · complicity · compromise · power · surveillance · fear · grief · truth · bureaucracy · moral ambiguity · authoritarianism · political tradeoffs · hope
Semantic match: ranked by themes
Distance: 0.1015
A troubled waitress in a near-future city of bombs and activism is pulled toward choices between escape, resistance, and collapse.
Why this is here
Themes labels: activism · alienation · identity · meaning-making · political impotence · resistance · consumerism · capitalism · war · fear · hope · authenticity · escape · community · mortality · self-destruction
Semantic match: ranked by themes
Distance: 0.1023
A young man crosses a deadly underground Moscow metro to warn the city-states of a looming threat from the darkness above.
Why this is here
Themes labels: survival · human nature · ideology · religion · politics · war · fate · duty · hope · despair · community · humanity · anthropocentrism · moral decline · civilization collapse · power · belief systems · truth · fear · resilience
Semantic match: ranked by themes
Distance: 0.1037
Five years after a pandemic nearly ends civilization, survivors must rebuild while a sentient AI and a ruthless president threaten everything.
Why this is here
Themes labels: survival · community · collective responsibility · political extremism · fascism · social justice · humanity · grief · ethics · rebuilding · technology and power · trust
Semantic match: ranked by themes
Distance: 0.1041
In a propaganda-ridden dystopia, a hunted resistance faces a final battle for freedom as truth, loyalty, and survival collide.
Why this is here
Themes labels: freedom · oppression · propaganda · truth and lies · war · resistance · justice · humanity · dehumanization · tolerance · pardon · acceptance · sacrifice · self-preservation · choice and consequence · loss · survival · power · revolution · morality
Semantic match: ranked by themes
Distance: 0.1044
