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Combine common axes
These books are ranked using the themes labels extracted for Of Beast and Beauty.
Themes labels used: beauty within, appearance vs reality, prejudice, tolerance, identity, sacrifice, duty vs love, class divide, social inequality, acceptance, compassion, power and powerlessness, mutual understanding, truth vs lies, humanity
This does not mean the books share the same plot, setting, quality, or difficulty. It means their themes embeddings are close.
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: 0.1023
A secret warrior running a pizza shop is dragged into a dystopian power struggle between a prince, a warlord, and hidden city secrets.
Why this is here
Themes labels: loyalty · betrayal · corruption · power · identity · peace vs war · choice · freedom · manipulation · trust · love vs duty · gender norms · class inequality · racism · xenophobia · consent · mental health · reproductive rights · immortality · belonging
Semantic match: ranked by themes
Distance: 0.1024
A palace guard’s viewpoint on the Selection reveals his jealousy, duty, and longing as the romance and rebellion intensify.
Why this is here
Themes labels: love vs duty · class inequality · choice · jealousy · devotion · miscommunication · sacrifice · perspective · power and privilege · loyalty · self-justification · accepting help · guilt · risk
Semantic match: ranked by themes
Distance: 0.1043
A hawk-bodied teen faces a family trap, a rescue mission, and a shattering truth about who he really is.
Why this is here
Themes labels: identity · belonging · humanity · otherness · family · war morality · sacrifice · instinct vs emotion · self-acceptance · survival · trauma · prejudice · love vs duty · choice · loyalty
Semantic match: ranked by themes
Distance: 0.1053
A graphic retelling of Frankenstein follows a scientist, his creation, and the tragic fallout of bringing life to the dead.
Why this is here
Themes labels: acceptance · tolerance · understanding · companionship · love · scientific responsibility · consequences · difference and rejection · loneliness · kindness vs cruelty · nature vs nurture · appearance and judgment · moral complexity · revenge · humanity
Semantic match: ranked by themes
Distance: 0.1067
A college student expecting an egg-donation payout instead gets chosen to bond with an alien visitor on Earth.
Why this is here
Themes labels: identity · belonging · cross-cultural understanding · trust · misunderstanding · love vs duty · self-acceptance · humanity · prejudice · body image
Semantic match: ranked by themes
Distance: 0.1091
A scientist’s pursuit of life beyond death unleashes a tragic chain of responsibility, rejection, and ruin.
Why this is here
Themes labels: ambition · responsibility · morality · humanity · alienation · loneliness · rejection · nature vs nurture · prejudice · class · ethics · science and ethics · knowledge and consequences · love and belonging · identity · grief · obsession · isolation · social judgement
Semantic match: ranked by themes
Distance: 0.1111
A teen circus trapeze artist who moonlights as a jewel thief is pulled into a diamond heist and a detective’s chase in Victorian London.
Why this is here
Themes labels: morality · class difference · social injustice · identity · independence · loyalty · belonging · love versus duty · right and wrong · survival · secrets · deception · redemption · justice · choice
Semantic match: ranked by themes
Distance: 0.1138
A powerless teen in a superpowered society discovers heroes may be the real threat—and teams up with villains.
Why this is here
Themes labels: good vs evil · moral ambiguity · trust · secrets · identity · power and powerlessness · self-worth · prejudice · corruption · loyalty · choice · appearance vs reality · gray area
Semantic match: ranked by themes
Distance: 0.1143
A widowed crown prince and a rough outsider collide through a forbidden telepathic bond that upends duty, secrecy, and desire.
Why this is here
Themes labels: love vs duty · desire vs responsibility · identity · acceptance · guilt · grief · secrecy · loyalty · trust · political manipulation · freedom · fate · communication · devotion · sacrifice · power and class
Semantic match: ranked by themes
Distance: 0.1144
A hunted foundling becomes a monster-hunter’s factotum and must face questions of identity, loyalty, and belonging.
Why this is here
Themes labels: identity · belonging · prejudice · monstrosity · morality · human nature · loyalty · justice · class inequality · coming of age · otherness · ethics of violence · duty
Semantic match: ranked by themes
Distance: 0.1155
An original 1818 Gothic classic where a scientist creates life, then faces the human cost of abandonment.
Why this is here
Themes labels: ambition · isolation · moral responsibility · unchecked science · creation and destruction · loneliness · rejection · otherness · identity · humanity · monstrosity · nature vs nurture · parenthood · ethics · compassion · empathy · hubris · justice · grief · vengeance · social prejudice · class difference
Semantic match: ranked by themes
Distance: 0.1158
