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Combine common axes
These books are ranked using the themes labels extracted for In the Afterlight.
Themes labels used: freedom, corruption, government control, trust, forgiveness, sacrifice, grief, loss, hope, identity, coming of age, resistance, friendship, family, choice, fear, memory, normalcy, prejudice, power
This does not mean the books share the same plot, setting, quality, or difficulty. It means their themes embeddings are close.
A teen chooses a rival faction in a fractured future and uncovers secrets that threaten her world, loves, and life.
Why this is here
Themes labels: identity · choice · bravery · loyalty · sacrifice · family · friendship · love · hope · grief · forgiveness · prejudice · corruption · power · government control · social order · individuality · human nature · morality · coming of age · genetics · science ethics
Semantic match: ranked by themes
Distance: 0.0755
In a collapsing dystopian future, Alice must protect the people she loves as alliances shift and dangers mount.
Why this is here
Themes labels: freedom · loyalty · sacrifice · trauma · loss · hope · friendship · love · morality · identity · leadership · consequences · grief
Semantic match: ranked by themes
Distance: 0.0807
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: 0.0819
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: 0.0864
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: 0.0894
Returning home to face buried secrets and a dangerous rite, Kira must protect her loved ones and survive betrayal.
Why this is here
Themes labels: loyalty · betrayal · belonging · identity · past trauma · freedom · control · autonomy · sacrifice · power and powerlessness · duty · family · friendship · trust · political corruption · oppression · enslavement · bigotry · survival · reckoning · coming of age · maturity
Semantic match: ranked by themes
Distance: 0.0897
A cult-driven apocalypse story jumps decades ahead, shifting to new heroes as old mysteries and power games deepen.
Why this is here
Themes labels: friendship · memory · legacy · resistance · freedom of speech · state control · power abuse · identity · hope · fate · guilt · political fear
Semantic match: ranked by themes
Distance: 0.0932
A deadly novice must choose her path while enemies, politics, and buried truths close in on Sweet Mercy.
Why this is here
Themes labels: friendship · loyalty · revenge · faith · corruption · authority · power · justice · anger · grief · growing up · choice · agency · fear · identity · sisterhood · politics · religious division · self-control · survival
Semantic match: ranked by themes
Distance: 0.0944
A grief-stricken man returns to a remote cabin and finds a dangerous secret, a guarded stranger, and a remarkable girl.
Why this is here
Themes labels: grief · loss · love · hope · humanity · control · freedom · acceptance · tolerance · forgiveness · trust · choice · belonging · family
Semantic match: ranked by themes
Distance: 0.0944
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: 0.0964
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: 0.0969
A teenage survivor of killer rain hunts for her family and stumbles into an army secret that could change everything.
Why this is here
Themes labels: survival · hope · family · trust · betrayal · coming of age · identity · loss · grief · human nature · morality · self-preservation · friendship · love · government abuse · medical ethics · panic · isolation
Semantic match: ranked by themes
Distance: 0.0973
