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Combine common axes
These books are ranked using the themes labels extracted for Once.
Themes labels used: trust, betrayal, sacrifice, identity, freedom, control, survival, rebellion, loyalty, love versus duty, secrecy, deception, women's autonomy, reproduction control, class divide
This does not mean the books share the same plot, setting, quality, or difficulty. It means their themes embeddings are close.
A thief and a messenger uncover a conspiracy behind the murders of four ruling queens in a divided nation.
Why this is here
Themes labels: power · betrayal · secrets · trust · forgiveness · identity · morality · justice · survival · class division · female rule · political control · choice · guilt
Semantic match: ranked by themes
Distance: 0.0617
A hidden psychic is forced into enemy training and must survive deception, danger, and forbidden attraction.
Why this is here
Themes labels: trust · deception · survival · resistance · rebellion · identity · freedom · power · betrayal · oppression · fascism (contested) · morality · loyalty · choice · self-preservation
Semantic match: ranked by themes
Distance: 0.0660
A sacrificed Spark Maiden uncovers a deadly lie in a tower-run city, igniting rebellion, betrayal, and forbidden love.
Why this is here
Themes labels: betrayal · sacrifice · power · freedom · truth vs illusion · agency · class oppression · rebellion · loyalty · corruption · feminism · perception · government control · survival · identity
Semantic match: ranked by themes
Distance: 0.0666
Exiled to a deadly island prison, a defiant woman must survive rival factions, hidden science, and forbidden attraction.
Why this is here
Themes labels: survival · reproductive control · bodily autonomy · rebellion · power and control · trust · betrayal · freedom · oppression · resistance · identity · sanity · science and power · morality · chosen loyalty
Semantic match: ranked by themes
Distance: 0.0739
A mission-heavy YA dystopia where Violet and Viggo face lies, betrayal, and a brewing war in a split-gender world.
Why this is here
Themes labels: trust · betrayal · lies · war · freedom · survival · power · morality · manipulation · gender conflict · loyalty · truth vs deception · right and wrong · leadership
Semantic match: ranked by themes
Distance: 0.0751
A debt-driven bride enters a warrior mate hunt and finds a protective sniper whose bond with her may expose buried secrets.
Why this is here
Themes labels: consent · trust · love · family · loyalty · protection · debt · coercion · choice · identity · secrets · war · survival · communication · healing · belonging · gender inequality · control and surrender
Semantic match: ranked by themes
Distance: 0.0758
A runaway bride bargains for asylum with an alien warlord, sparking a dangerous alliance that turns into desire.
Why this is here
Themes labels: freedom · consent · coercion · choice · trust · loyalty · love vs duty · revenge · survival · defiance · agency · deception · protection · war and conflict
Semantic match: ranked by themes
Distance: 0.0762
A dragon-hunting inventor enters a sky realm of shifting loyalties, politics, and desire as rebellion brews on two worlds.
Why this is here
Themes labels: revenge · trust · power · freedom · oppression · rebellion · class hierarchy · political control · cultural difference · identity · loyalty · love versus duty · survival · female agency · moral ambiguity
Semantic match: ranked by themes
Distance: 0.0766
A secretive teen enforcer in a magically divided London must choose between her hidden truth, her father, and a looming war.
Why this is here
Themes labels: loyalty · identity · secrecy · betrayal · morality · good and evil · power · social division · class conflict · discrimination · resistance · government corruption · control · trust · sacrifice · family bonds · coming of age · free will · fear of difference
Semantic match: ranked by themes
Distance: 0.0801
A hidden twin body double is sent into a rival city and must survive deception, politics, and first love.
Why this is here
Themes labels: identity · freedom · trust · power · control · loyalty · betrayal · self-discovery · rebellion · family duty · personhood · deception · agency
Semantic match: ranked by themes
Distance: 0.0807
A rebel teen leads a dangerous icy mission to find allies, while hidden enemies and shifting loyalties threaten the team.
Why this is here
Themes labels: trust · deception · identity · loyalty · rebellion · resistance · leadership · survival · free will · love vs duty · humanity · hope · betrayal · moral uncertainty · truth and lies
Semantic match: ranked by themes
Distance: 0.0826
