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These books are ranked using the themes labels extracted for 小蘑菇.
Themes labels used: humanity, survival, greater good, ethics, identity, love, loneliness, connection, sacrifice, resilience, class inequality, police brutality, reproductive rights, moral compromise, free will, species boundaries, kindness
This does not mean the books share the same plot, setting, quality, or difficulty. It means their themes embeddings are close.
In a virus-ravaged world split by walls, a young survivor and a mute boy become bound by love and dangerous secrets.
Why this is here
Themes labels: survival · love · resilience · hope · humanity · compassion · evil humanity · moral corruption · power and control · identity · truth and secrecy · sacrifice · trauma · trust · acceptance · tolerance · rebuilding · good versus evil · science ethics
Semantic match: ranked by themes
Distance: 0.0836
Six strangers wake in a bunker after a world-ending event and must solve a survival experiment with hidden motives.
Why this is here
Themes labels: survival · trust · humanity · greater good · free will · control · moral choice · hope · identity · memory · loyalty · friendship · family · integrity · individual vs collective · ethics of salvation · technology and power · human condition · restoring civilization · good vs evil
Semantic match: ranked by themes
Distance: 0.0851
A scientist-led expedition in a zombie-plagued Britain searches for a cure while a brilliant boy discovers something the others miss.
Why this is here
Themes labels: humanity · survival · sacrifice · personhood · love · hope · scientific ethics · social prejudice · ableism · bullying · cooperation · betrayal · moral ambiguity · leadership · identity · endurance
Semantic match: ranked by themes
Distance: 0.0866
On a failing generation ship, a sheriff’s search for his missing wife uncovers a deadly secret behind sealed hatches.
Why this is here
Themes labels: survival · humanity · loyalty · identity · truth vs control · authority · corruption · moral compromise · sacrifice · dehumanization · desperation · love versus duty · free will · collapse · ethics
Semantic match: ranked by themes
Distance: 0.0880
A young man with a bioengineered body goes undercover for the resistance and falls for the official’s daughter.
Why this is here
Themes labels: humanity · identity · redemption · hope · prejudice · discrimination · social inequality · morality · bioethics · medical ethics · freedom · citizenship · belonging · love vs duty
Semantic match: ranked by themes
Distance: 0.0894
A teen dome-dweller crosses into a toxic outside world of mutants, danger, and forbidden love, forcing a hard choice.
Why this is here
Themes labels: survival · sacrifice · humanity · moral choice · class divide · compassion · social injustice · loyalty · identity · preservation · trust · fear · change · responsibility
Semantic match: ranked by themes
Distance: 0.0921
A cloned boy raised as property in a drug lord’s future borderland must confront what makes him human.
Why this is here
Themes labels: humanity · identity · nature versus nurture · free will · individuality · self-determination · prejudice · slavery · power · corruption · dehumanization · human rights · belonging · acceptance · loyalty · morality · ethics of cloning · survival · compassion · empathy · immortality · addiction · sacrifice · predestination
Semantic match: ranked by themes
Distance: 0.0926
An amnesiac cyborg bounty hunter falls for a troubled street boy, forcing a brutal choice in a bleak future city.
Why this is here
Themes labels: identity · humanity · love · loss · survival · morality · class inequality · hope · dignity · obsession · self-worth · free will · compassion · sacrifice · trauma · dreams vs reality
Semantic match: ranked by themes
Distance: 0.0941
In a climate-ravaged future, a teenage refugee must travel north with a silent boy while borders, law, and conscience close in.
Why this is here
Themes labels: survival · humanity · empathy · hope · love · morality · border regimes · refugees · migration · climate change · overpopulation · scarcity · home · identity · trauma · memory · kindness · dehumanization · law vs conscience · social control · belonging · responsibility · loss · family · justice · nationalism · euthanasia · resource rationing · resilience
Semantic match: ranked by themes
Distance: 0.0947
A Hugo-winning short story collection where Octavia Butler explores alien coexistence, illness, language loss, and the costs of survival.
Why this is here
Themes labels: survival · love · sacrifice · freedom · captivity · violence · power · cooperation · communication · humanity · identity · oppression · reproduction · responsibility · hope · ethics · disease · language
Semantic match: ranked by themes
Distance: 0.0957
A failed escape lands a teen prisoner in a grotesque transformation into the monster he fears most.
Why this is here
Themes labels: identity · humanity · free will · control · resistance · hope · survival · memory · corruption · power · good and evil · trauma · choice · friendship · moral integrity
Semantic match: ranked by themes
Distance: 0.0966
A stranded Mars survivor investigates a dead man's impossible arrival and uncovers a hidden colony of clones.
Why this is here
Themes labels: survival · loneliness · isolation · ethics · science and ethics · human nature · power and control · greed · treachery · sacrifice · identity · what makes us human · genetic engineering · colonization · rebellion · class conflict · free will · morality of experimentation · resource scarcity · immortality
Semantic match: ranked by themes
Distance: 0.0986
