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Combine common axes
These books are ranked using the themes labels extracted for Merking.
Themes labels used: polarization, prejudice, compassion, empathy, human rights, freedom, security, surveillance, segregation, belonging, vulnerability, collectivism vs individualism, moral ambiguity, state power, class, gender, misogyny, violence against women, mental health, therapy, public debate, ethics, social control
Focused on “slavery” where exact label matches exist.
This does not mean the books share the same plot, setting, quality, or difficulty. It means their themes embeddings are close.
A survival-minded family rides out nuclear war in a bunker, then discovers a radically altered future society.
Why this is here
Themes labels: racism · slavery · freedom · liberty · power corruption · survival · gender roles · sexism · civil rights · individualism · collectivism · social hierarchy · prejudice
Semantic match: ranked by themes
Distance: 0.1004
A diverse anthology imagines near-future Americas shaped by resistance, oppression, and hard-won hope.
Why this is here
Themes labels: resistance · oppression · marginalization · representation · freedom · justice · equity · love · hope · fear · surveillance · climate change · racism · xenophobia · sexism · homophobia · queer erasure · government control · corporate power · migration · body autonomy · reproductive rights · slavery · community building · empathy · revolution · identity · history and mythology
Semantic match: ranked by themes
Distance: 0.1079
In a frozen future, an enslaved girl is chosen by the ruling Firelord and becomes a spark for freedom.
Why this is here
Themes labels: slavery · freedom · equality · justice · misogyny · sexism · prejudice · racism · social reform · power imbalance · gender roles · female empowerment · personal power · self-belief · hope · survival · environmentalism · resource scarcity · religion · faith · theology · leadership · moral courage · human dignity
Semantic match: ranked by themes
Distance: 0.1083
An oppressed alien soldier joins an elite unit trial and awakens powers, desire, and a dangerous path to belonging.
Why this is here
Themes labels: slavery · freedom · belonging · racism · discrimination · persecution · identity · self-acceptance · accepting nature · power and control · war ethics · equality · prejudice · loyalty · rebellion · gender roles · sexual autonomy · social hierarchy
Semantic match: ranked by themes
Distance: 0.1134
A dying telepathic ruler’s sons battle for succession in a brutal future where power, slavery, and mutation shape society.
Why this is here
Themes labels: power · slavery · freedom · self-determination · oppression · hierarchy · control · personhood · humanity · eugenics · telepathy · gender power · patriarchy · race · empathy · survival · collective identity · social status · freedom vs submission · dehumanization
Semantic match: ranked by themes
Distance: 0.1142
In 1962 Baltimore, a mute janitor falls for a captured amphibious being and risks everything to free him.
Why this is here
Themes labels: otherness · acceptance · love · freedom · captivity · communication · mutual understanding · dehumanization · prejudice · racism · sexism · homophobia · class inequality · compassion · monstrosity · humanity · allyship · agency · war trauma · science ethics
Semantic match: ranked by themes
Distance: 0.0943
A human diplomat-turned-guardian must marry an ostracized alien guard to survive, solve a planetwide crisis, and find love.
Why this is here
Themes labels: racism · classism · inequality · prejudice · acceptance · diversity · unity · social change · civil rights · science vs religion · religious dogma · duty vs desire · self-worth · respect · advocacy · anti-oppression · intervention ethics · found family · hope
Semantic match: ranked by themes
Distance: 0.0977
A debut short-story collection fusing horror, sci-fi, and fantasy to confront race, class, prejudice, and identity.
Why this is here
Themes labels: race · class · prejudice · love · exclusion · loneliness · identity · consent · ethics · systemic racism · oppression · dehumanization · empathy · humanity · grief · motherhood · fatherhood · technology and ethics · body autonomy · social justice · alienation · trauma · mental health · neurodiversity · immigration · Xenophobia · panic · survival
Semantic match: ranked by themes
Distance: 0.0994
On the run after being branded an outcast, a teen must expose a brutal system before it destroys everyone she loves.
Why this is here
Themes labels: judgment · prejudice · human rights · compassion · morality · justice · identity · freedom · trust · resistance · self-acceptance · power abuse · discrimination · conformity · personal responsibility
Semantic match: ranked by themes
Distance: 0.1004
A bioengineered courier crosses a fractured near-future world while confronting prejudice, desire, and her own identity.
Why this is here
Themes labels: personhood · belonging · identity · prejudice · gender roles · sexual freedom · individual freedom · social mores · government power · corporate power · racism · class prejudice · family structure · humanity · technology and society · cultural decline · civilization · privacy · choice · self-determination · liberty · religion
Semantic match: ranked by themes
Distance: 0.1010
A British citizenship test turns into a terrifying moral ordeal for an immigrant father and his family.
Why this is here
Themes labels: immigration · citizenship · belonging · racism · xenophobia · sexism · ageism · bias · prejudice · morality · ethics · free will · choice · sacrifice · humanity · dehumanization · bureaucracy · social commentary · psychological trauma · survival · good citizen · systemic injustice · identity · value of life · power
Semantic match: ranked by themes
Distance: 0.1034
In a brutal dystopian future, two secret telepaths and unlikely allies are drawn into a war against their oppressive society.
Why this is here
Themes labels: oppression · misogyny · patriarchy · homophobia · propaganda · prejudice · social complicity · identity · acceptance · freedom · truth vs lies · resistance · war · justice · humanity · othering · class difference · women's rights · community · hope · survival · colonization · brainwashing · minority persecution · moral responsibility
Semantic match: ranked by themes
Distance: 0.1041
