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Combine common axes
These books are ranked using the themes labels extracted for Allegiant.
Themes labels used: identity, loyalty, sacrifice, love, courage, truth, free will, choice, human nature, grief, war, betrayal, selflessness, nature vs nurture, power, social control, morality, belonging
This does not mean the books share the same plot, setting, quality, or difficulty. It means their themes embeddings are close.
Robot outlaw TIM-21 and allies flee one danger while rival factions close in and old secrets unravel across the galaxy.
Why this is here
Themes labels: identity · sentience · free will · humanity · trust · betrayal · loyalty · loss · war · prejudice · rights · perseverance · emotion · memory · change · nurture vs nature
Semantic match: ranked by themes
Distance: 0.0470
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: 0.0566
In a faction-divided future, a teen's impossible choices pull her into rebellion, secrets, romance, and loss.
Why this is here
Themes labels: identity · choice · bravery · fear · sacrifice · loyalty · grief · forgiveness · freedom · control · belonging · morality · self-discovery · power · societal roles · human nature
Semantic match: ranked by themes
Distance: 0.0571
A sequel of parallel worlds and split selves, as Vis races to uncover the truth and stop a looming cataclysm.
Why this is here
Themes labels: power · corruption · grief · loss · morality · duty · sacrifice · identity · nature vs nurture · agency · truth and deception · freedom · choice · leadership · responsibility · civil war · control · memory
Semantic match: ranked by themes
Distance: 0.0655
In a war-torn future, rival factions, robots, and betrayed friends race to decide who gets freedom and who survives.
Why this is here
Themes labels: identity · humanity · free will · loyalty · betrayal · friendship · family · redemption · slavery · choice · what makes a person · self-worth · sacrifice · war · freedom · morality · environmental collapse
Semantic match: ranked by themes
Distance: 0.0680
After a devastating upheaval, Tris must navigate faction war, betrayal, and shifting loyalties while uncovering hidden truths.
Why this is here
Themes labels: identity · loyalty · grief · guilt · forgiveness · trust · choice · sacrifice · control · freedom · individuality · truth · lies · power · morality · politics · war · trauma · self-discovery
Semantic match: ranked by themes
Distance: 0.0683
A betrayed heroine fights a corrupt corporation, battles trust issues, and risks everything to win back love and freedom.
Why this is here
Themes labels: truth · freedom · trust · betrayal · identity · family · redemption · sacrifice · loyalty · resistance · morality · choice · love · grief · selfhood · power and control
Semantic match: ranked by themes
Distance: 0.0715
A wounded crew of humans and leviathans seeks refuge at a dangerous alien outpost where hidden secrets could change the war.
Why this is here
Themes labels: identity · freedom · choice · loyalty · courage · survival · trust · community · diversity · difference · belonging · love strengthens · power and responsibility · morality under pressure · self-sacrifice · grief
Semantic match: ranked by themes
Distance: 0.0723
A genetically engineered bodyguard impersonates her charge at a corrupt imperial court to keep her safe—and survive.
Why this is here
Themes labels: humanity · nature versus nurture · identity · selfhood · loyalty · power · politics · rebellion · science versus faith · knowledge suppression · moral conflict · free will · sacrifice · love and duty · human worth
Semantic match: ranked by themes
Distance: 0.0743
A lost-love, time-bending finale sends Elaine into a desperate race to stop war and save the future.
Why this is here
Themes labels: sacrifice · hope · freedom · war and peace · trust · identity · memory · fate · choice · love · diversity · community · power · belonging · morality · environmental concern
Semantic match: ranked by themes
Distance: 0.0746
A human-raised woman discovers she's a powerful seer tied to an oncoming war, and a dangerous guardian.
Why this is here
Themes labels: identity · otherness · belonging · loyalty · betrayal · power and control · freedom and slavery · war and survival · prophecy · destiny · morality · good vs evil · coming of age · self-discovery · trust · miscommunication · humanity · xenophobia · politics
Semantic match: ranked by themes
Distance: 0.0750
After a betrayal, a young woman in an AI-run afterlife races to rescue her people and topple a brutal regime.
Why this is here
Themes labels: trust · betrayal · freedom · responsibility · morality · humanity · sacrifice · loss · guilt · identity · leadership · power · loyalty · choice · good and evil · mind control
Semantic match: ranked by themes
Distance: 0.0759
