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Combine common axes
These books are ranked using the themes labels extracted for Attack on Titan: Before the Fall, Vol. 1.
Themes labels used: human cruelty, empathy, dehumanization, belonging, survival, hope, trauma, grief, family, love, vengeance vs care, prejudice, fear of the other, political decay, social inequality
Focused on “humanity” 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.
An infected survivor and his companion race through a ruined Texas, hunted by the dead and the living alike.
Why this is here
Themes labels: survival · human cruelty · prejudice · racism · fear · trust · loss · grief · hope · sanity · humanity · morality · persecution · identity · endurance
Semantic match: ranked by themes
Distance: 0.0770
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: 0.0832
A teen survivor and a defective alien soldier forge an uneasy bond after Earth is invaded, turning survival into trust.
Why this is here
Themes labels: survival · humanity · grief · loss · love · prejudice · racism · identity · belonging · trauma · forgiveness · trust · loyalty · hope · mourning · defection · free will · morality · emotional intimacy
Semantic match: ranked by themes
Distance: 0.0878
After a seaside disaster triggers a plague that turns villagers into fishlike monsters, a grieving enforcer faces quarantine, guilt, and dread.
Why this is here
Themes labels: dehumanization · quarantine · grief · loss · othering · stigma · community · belonging · survival · transformation · humanity · fear of illness · collective trauma · government neglect · healthcare access · class disparity · racism · misogyny · feminism · corruption · cover-up · empathy · moral ambiguity · infection · identity · existential dread
Semantic match: ranked by themes
Distance: 0.0906
A hunted immortal teen is captured for experiments and pulled deeper into the hidden world of demi-humans.
Why this is here
Themes labels: humanity · dehumanization · ethics · fear · identity · otherness · persecution · scientific abuse · survival · morality · revenge · choice · sympathy for the outsider · monstrosity · institutional cruelty
Semantic match: ranked by themes
Distance: 0.0938
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: 0.0940
In near-future London, a shut-in and his foul-mouthed dog must escort a stranded child through a collapsing world.
Why this is here
Themes labels: survival · grief · trauma · healing · hope · redemption · belonging · humanity · prejudice · fascism · political oppression · racism · classism · religious prejudice · civil disobedience · moral responsibility · good vs evil · apathy · fear · compassion · family · love · loss · survival instinct · what it means to be good · banality of evil
Semantic match: ranked by themes
Distance: 0.0954
Two grieving teen boys survive a deadly post-virus world together, then face dangerous secrets and growing feelings.
Why this is here
Themes labels: survival · trust · hope · love · trauma · secrecy · identity · courage · humanity · morality · scarcity · community · fear · loss · grief · prejudice · homophobia · white supremacy · gender roles · religion · mutual care
Semantic match: ranked by themes
Distance: 0.0958
A hidden-power teen soldier infiltrates a brutal regime, risking her humanity as she fights for survival and revenge.
Why this is here
Themes labels: survival · humanity · revenge · oppression · colonialism · war · child soldiers · identity · power · justice · loss of morality · resilience · racism · cultural erasure · genocide · betrayal · fear · hope · resistance · self-destruction · family · loyalty · trust · grief · loss · sexual violence · dehumanization · agency · sacrifice
Semantic match: ranked by themes
Distance: 0.0958
In a dying Earth, Essun’s search for her daughter collides with buried truths, shifting loyalties, and world-ending power.
Why this is here
Themes labels: oppression · racism · prejudice · otherness · inequality · survival · identity · trauma · generational trauma · motherhood · fatherhood · power and responsibility · justice · community · belonging · love and fear · environmental collapse · colonialism · discrimination · humanity
Semantic match: ranked by themes
Distance: 0.1004
A teen partially infected by a parasite struggles to stay human as a hidden alien threat spreads through his school.
Why this is here
Themes labels: humanity · identity · moral ambiguity · survival · coexistence · empathy · dehumanization · instinct versus reason · public fear · societal response · nature versus humanity · loss and grief · ethics of violence · otherness
Semantic match: ranked by themes
Distance: 0.1038
A grieving mother crosses a violent borderland to bury her children and becomes entangled in a fight over an illegal cemetery.
Why this is here
Themes labels: grief · loss · survival · migration · displacement · memory · erasure · death · dignity · compassion · solidarity · resilience · violence · corruption · poverty · exploitation · border violence · humanity · hope · justice
Semantic match: ranked by themes
Distance: 0.1044
