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These books are ranked using the themes labels extracted for Insurgent.
Themes labels used: identity, loyalty, grief, guilt, forgiveness, trust, choice, sacrifice, control, freedom, individuality, truth, lies, power, morality, politics, war, trauma, self-discovery
This does not mean the books share the same plot, setting, quality, or difficulty. It means their themes embeddings are close.
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: 0.0565
A misfit teen crew races through space to stop an ancient evil while evading enemies, secrets, and a brutal cliffhanger.
Why this is here
Themes labels: identity · self-discovery · grief · loyalty · friendship · sacrifice · survival · responsibility · hope · trauma · belonging · war · power · truth · betrayal
Semantic match: ranked by themes
Distance: 0.0568
An amnesiac weather warden must recover her identity while a demon steals her life and factions turn against her.
Why this is here
Themes labels: identity · memory · trust · grief · loss · agency · power · loyalty · betrayal · choice · sacrifice · family conflict · consequences · selfhood
Semantic match: ranked by themes
Distance: 0.0624
Ruby must leave the League on a dangerous cross-country mission to find Liam and uncover the truth behind the children’s disease.
Why this is here
Themes labels: identity · memory · control · freedom · loyalty · trust · moral conflict · self-acceptance · power and corruption · sacrifice · trauma · coming of age · political oppression · found family
Semantic match: ranked by themes
Distance: 0.0671
In a shattered dystopia, Tris and Tobias venture beyond the fence and uncover truths that upend everything.
Why this is here
Themes labels: identity · loyalty · sacrifice · love · courage · truth · free will · choice · human nature · grief · war · betrayal · selflessness · nature vs nurture · power · social control · morality · belonging
Semantic match: ranked by themes
Distance: 0.0683
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: 0.0687
A rebellious dystopian sequel where war intensifies, loyalties fracture, and Wren’s heart is pulled in two directions.
Why this is here
Themes labels: loyalty · trust · betrayal · identity · belonging · war ethics · choosing sides · morality · grief · power · agency · self-discovery
Semantic match: ranked by themes
Distance: 0.0689
An outlaw duo faces old enemies, new threats, and an impossible heist in a brutal post-apocalyptic England.
Why this is here
Themes labels: freedom · identity · trauma · past abuse · acceptance · self-acceptance · trust · loyalty · power · oppression · religious control · prejudice · agency · rebellion · survival · morality · friendship · responsibility
Semantic match: ranked by themes
Distance: 0.0690
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: 0.0692
A misfit space crew must break a prisoner out of custody and uncover dangerous secrets to save one of their own.
Why this is here
Themes labels: family · loyalty · trauma · healing · trust · corruption · humanity · identity · sacrifice · devotion · morality · protecting loved ones · truth · self-discovery · acceptance
Semantic match: ranked by themes
Distance: 0.0702
Aza is pulled between Earth and Magonia when a dangerous rescue plan and family conflict send her back into the skies.
Why this is here
Themes labels: identity · belonging · home · choice · love and sacrifice · trust · control · freedom · creation vs destruction · family loyalty · forgiveness · redemption · grief · mental health · individuality
Semantic match: ranked by themes
Distance: 0.0713
A pizza-loving hybrid fights betrayal, genetic experiments, and city power struggles to protect her family and future.
Why this is here
Themes labels: betrayal · trust · family · protection · identity · self-discovery · corruption · power · war · forgiveness · acceptance · trauma · resilience · love · loyalty · social control · pregnancy · motherhood · survival · morality
Semantic match: ranked by themes
Distance: 0.0735
