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These books are ranked using the themes labels extracted for Mockingjay.
Themes labels used: war trauma, propaganda, power, freedom, survival, sacrifice, grief, loss, manipulation, choice, revenge, justice vs vengeance, hope, humanity, class oppression, authoritarianism, media control
This does not mean the books share the same plot, setting, quality, or difficulty. It means their themes embeddings are close.
On a deadly jungle floor, crawlers face alien hunters, a looming masquerade, and escalating chaos in a game they can't escape.
Why this is here
Themes labels: trauma · survival · resistance · oppression · revolution · power politics · loss · entertainment and suffering · class conflict · control
Semantic match: ranked by themes
Distance: 0.0828
In a post-apocalyptic dictatorship, a teen girl is forced into a televised death contest that ignites rebellion.
Why this is here
Themes labels: survival · oppression · rebellion · war · propaganda · class inequality · poverty · power and control · media spectacle · sacrifice · trauma · identity · coming of age · morality · humanity · love · courage · self-reliance · justice · corruption
Semantic match: ranked by themes
Distance: 0.0895
![Cover of 進撃の巨人 34 [Shingeki no Kyojin 34] by Hajime Isayama](https://m.media-amazon.com/images/S/compressed.photo.goodreads.com/books/1622406464i/56304131.jpg)
The series finale brings the world’s last battle, forcing former allies to confront freedom, hatred, and the cost of survival.
Why this is here
Themes labels: freedom · cycle of hatred · war · genocide · racism · trauma · fate · humanity · morality · propaganda · fascism · oppression · sacrifice · hope · love · responsibility · choice · legacy · survival · peace · revenge
Semantic match: ranked by themes
Distance: 0.0939
A war-haunted legend is sent on a galaxy-spanning diplomatic mission that spirals into betrayal, captivity, and ruin.
Why this is here
Themes labels: war · survival · death · loss · grief · trauma · endurance · mortality · power · identity · moral compromise · sacrifice · humanity · legitimacy of violence · state propaganda
Semantic match: ranked by themes
Distance: 0.0942
A boxed four-book dystopian saga where teens fight for survival under state control and one rebellion-shaped symbol emerges.
Why this is here
Themes labels: survival · oppression · rebellion · social inequality · government control · media manipulation · war · trauma · loss · love · sacrifice · resistance · corruption · class conflict · political commentary
Semantic match: ranked by themes
Distance: 0.0949
![Cover of 進撃の巨人 33 [Shingeki no Kyojin 33] by Hajime Isayama](https://m.media-amazon.com/images/S/compressed.photo.goodreads.com/books/1609442065i/54865124.jpg)
As the world is ravaged by the Rumbling, a desperate alliance races to stop Eren before everything is destroyed.
Why this is here
Themes labels: freedom · genocide · war · hatred cycle · prejudice · morality · sacrifice · choice · guilt · humanity · trauma · revenge · hope and despair · forgiveness · responsibility
Semantic match: ranked by themes
Distance: 0.0963
A young, one-armed outcast infiltrates enemy ranks while bound to a terrifying power that could change everything.
Why this is here
Themes labels: war trauma · revenge · monstrosity · humanity · slavery · racism · racial conflict · oppression · identity · memory · survival · hunger · power · fear of the unknown · bodily autonomy · morality · redemption · dehumanization
Semantic match: ranked by themes
Distance: 0.0967
As Autobots regroup, Decepticons splinter, combiners awaken, and old enemies return in a brutal war for survival.
Why this is here
Themes labels: war trauma · leadership · loyalty · betrayal · revenge · collateral damage · identity · agency · morality · power · loss · survival · pacifism vs violence · civilians in war · corruption
Semantic match: ranked by themes
Distance: 0.0984
Tobias must face his torturer again when a shaky alliance forces the Animorphs into a deadly moral test.
Why this is here
Themes labels: PTSD · war ethics · collateral damage · trust · betrayal · trauma aftermath · fear · morality · sacrifice · democracy · resistance · identity · choice · dehumanization · propaganda
Semantic match: ranked by themes
Distance: 0.0993
In a propaganda-ridden dystopia, a hunted resistance faces a final battle for freedom as truth, loyalty, and survival collide.
Why this is here
Themes labels: freedom · oppression · propaganda · truth and lies · war · resistance · justice · humanity · dehumanization · tolerance · pardon · acceptance · sacrifice · self-preservation · choice and consequence · loss · survival · power · revolution · morality
Semantic match: ranked by themes
Distance: 0.1011
A hidden-power teen soldier infiltrates a brutal regime, risking her humanity as she fights for survival and revenge.
Why this is here
Themes labels: survival · humanity · revenge · oppression · colonialism · war · child soldiers · identity · power · justice · loss of morality · resilience · racism · cultural erasure · genocide · betrayal · fear · hope · resistance · self-destruction · family · loyalty · trust · grief · loss · sexual violence · dehumanization · agency · sacrifice
Semantic match: ranked by themes
Distance: 0.1024
A memory-restored Wolverine returns to Japan, where a wartime past and an old enemy collide.
Why this is here
Themes labels: loss · guilt · revenge · war horror · humanity · memory · immortality · racism · honor · love amid war · trauma · violence
Semantic match: ranked by themes
Distance: 0.1035
