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These books are ranked using the themes labels extracted for Beyond the Empire.
Themes labels used: leadership, legacy, loyalty, revenge, duty, sacrifice, loss, grief, political power, justice, identity, family, war, equality, gender politics, self-doubt, trust, resistance
This does not mean the books share the same plot, setting, quality, or difficulty. It means their themes embeddings are close.
After an attack threatens the empire, Kira must uncover the real culprits before war and family loyalties tear everything apart.
Why this is here
Themes labels: loyalty · betrayal · identity · family · duty · trust · power · politics · war · belonging · moral conflict · sacrifice · leadership · prejudice · secrets
Semantic match: ranked by themes
Distance: 0.0742
A grieving exiled princess fights to reclaim her kingdom amid war, betrayal, and a dangerous enemies-to-lovers bond.
Why this is here
Themes labels: revenge · power · betrayal · trust · grief · rage · duty · loyalty · faith · colonization · oppression · freedom · identity · sacrifice · leadership · consequence · morality · justice · independence · war
Semantic match: ranked by themes
Distance: 0.0766
In a fractured realm, rival houses, hidden heirs, and shifting loyalties battle for a throne as winter closes in.
Why this is here
Themes labels: power · ambition · betrayal · violence · survival · family loyalty · morality · political intrigue · honor · gender violence · justice · loss · fear · revenge · war
Semantic match: ranked by themes
Distance: 0.0775
A demon-hunting necromancer returns home to solve a murder, face betrayal, and navigate a war between loyalties.
Why this is here
Themes labels: trust · loyalty · betrayal · revenge · sacrifice · duty · identity · agency · freedom · power struggle · grief · trauma · moral conflict · honor · love and sacrifice
Semantic match: ranked by themes
Distance: 0.0809
A spy-turned-royal must rescue her prince, survive betrayal, and decide whether love can outlast a revolution.
Why this is here
Themes labels: trust · betrayal · resistance · power · monarchy · revolution · leadership · justice · loyalty · identity · manipulation · freedom · equality · love versus duty · survival · political conflict
Semantic match: ranked by themes
Distance: 0.0814
A kidnapped human and a distrustful alien king are forced into a dangerous alliance that may become marriage—and love.
Why this is here
Themes labels: trust · betrayal · trauma · paranoia · power · politics · alliances · healing · freedom · choice · duty · loyalty · self-worth · protection · gender politics · human rights
Semantic match: ranked by themes
Distance: 0.0822
In a kingdom at war, a rebel lightning-wielder faces shifting alliances, old betrayals, and a final fight for power.
Why this is here
Themes labels: rebellion · equality · class inequality · power · corruption · betrayal · love and duty · sacrifice · identity · freedom · manipulation · grief · trauma · revenge · morality · redemption · leadership · choice · hope · loss
Semantic match: ranked by themes
Distance: 0.0834
A young merchant-captain races to rebuild her family’s power, unite privateers, and outmaneuver pirates in deep space.
Why this is here
Themes labels: family duty · revenge · leadership · identity · grief · loyalty · trust · power struggle · bureaucracy · governance · trade and war · communication failure · resilience · moral choice · community defense
Semantic match: ranked by themes
Distance: 0.0847
A grieving Jedi pilot seeks refuge in a political court, where revenge, romance, and dark-side temptation collide.
Why this is here
Themes labels: grief · revenge · redemption · temptation · identity · duty · loyalty · independence · leadership · political power · emotional fallout · sacrifice · moral compromise · coming of age
Semantic match: ranked by themes
Distance: 0.0848
A hunted outcast races to build resistance, uncover magic, and stop a brother-turned-warlord before a ruined world ignites.
Why this is here
Themes labels: revenge · redemption · loyalty · sacrifice · power and corruption · grief · betrayal · honor · justice · survival · war · politics · resistance · history and memory · religious persecution · identity · self-preservation · good vs evil · heroism
Semantic match: ranked by themes
Distance: 0.0864
A rebellious young woman returns to a controlled world and must face power, war, and a choice with devastating stakes.
Why this is here
Themes labels: control · freedom · rebellion · corruption · power · sacrifice · loss · hope · identity · agency · feminism · patriarchy · war · loyalty · family · grief · self-sacrifice · choice · moral ambiguity
Semantic match: ranked by themes
Distance: 0.0870
A teen resistance fighter returns to the prison island to spark rebellion, but betrayal and war make survival uncertain.
Why this is here
Themes labels: trust · betrayal · resistance · survival · freedom · oppression · corruption · loyalty · leadership · identity · sacrifice · war · moral ambiguity
Semantic match: ranked by themes
Distance: 0.0875
