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These books are ranked using the themes labels extracted for Forgotten.
Themes labels used: survival, humanity, loyalty, identity, truth vs control, authority, corruption, moral compromise, sacrifice, dehumanization, desperation, love versus duty, free will, collapse, ethics
This does not mean the books share the same plot, setting, quality, or difficulty. It means their themes embeddings are close.
Trapped in a deadly digital survival game, Min and Noah must navigate shifting alliances, secrets, and ruthless choices.
Why this is here
Themes labels: survival · morality · humanity · leadership · power · choice · trust · betrayal · free will · social collapse · community · identity · sacrifice · violence · good vs evil · corruption · parental control · resilience
Semantic match: ranked by themes
Distance: 0.0618
Six strangers wake in a bunker after a world-ending event and must solve a survival experiment with hidden motives.
Why this is here
Themes labels: survival · trust · humanity · greater good · free will · control · moral choice · hope · identity · memory · loyalty · friendship · family · integrity · individual vs collective · ethics of salvation · technology and power · human condition · restoring civilization · good vs evil
Semantic match: ranked by themes
Distance: 0.0661
Captured by a brutal facility, a young woman is trained for a weaponized Alpha and survival turns into dangerous intimacy.
Why this is here
Themes labels: survival · hope · humanity versus inhumanity · compassion · control · freedom · defiance · resilience · loss · sacrifice · corruption · depravity · science versus conscience · morality · trauma · endurance · power and abuse
Semantic match: ranked by themes
Distance: 0.0661
In a virus-ravaged world split by walls, a young survivor and a mute boy become bound by love and dangerous secrets.
Why this is here
Themes labels: survival · love · resilience · hope · humanity · compassion · evil humanity · moral corruption · power and control · identity · truth and secrecy · sacrifice · trauma · trust · acceptance · tolerance · rebuilding · good versus evil · science ethics
Semantic match: ranked by themes
Distance: 0.0697
In a frozen vampire apocalypse, two sisters are forced toward a final confrontation that could save humanity or destroy family.
Why this is here
Themes labels: survival · loyalty · sacrifice · power · identity · moral ambiguity · family duty · love vs duty · leadership · humanity · monsterhood · prophecy · choice · trust
Semantic match: ranked by themes
Distance: 0.0723
In a vampire-dominated ruined world, a resistance races to decipher an ancient text and end the Master for good.
Why this is here
Themes labels: survival · resistance · good and evil · humanity · corruption · sacrifice · love · faith · power · control · free will · betrayal · survivorship · civilizational collapse · adaptation · moral ambiguity
Semantic match: ranked by themes
Distance: 0.0724
In a blood-soaked dystopia, a trained teen survivor crosses paths with a programmed assassin and uncovers dangerous secrets.
Why this is here
Themes labels: survival · violence · death · family loyalty · identity · control · secrecy · truth · morality · humanity · love vs survival · science and consequences
Semantic match: ranked by themes
Distance: 0.0726
In a ruined future where children vanish at fourteen, escaped teens join a mysterious AI-led resistance.
Why this is here
Themes labels: survival · hope · power corruption · morality · greater good · humanity · dehumanization · leadership · identity · agency · resistance · sacrifice · freedom · loss of innocence
Semantic match: ranked by themes
Distance: 0.0740
A teen hacker must decode her father’s hidden cure in a post-plague world ruled by gene tech and dangerous secrets.
Why this is here
Themes labels: survival · trust · betrayal · family loyalty · humanity · ethics · morality · control · free will · science and power · identity · sacrifice · agency · corruption · truth and deception · body autonomy · playing god · dehumanization
Semantic match: ranked by themes
Distance: 0.0741
After a town-wide revelation, Ethan Burke must help Wayward Pines survive when its defenses fail and the outside threat pours in.
Why this is here
Themes labels: free will · control · survival · humanity · compassion · moral choice · authority · obedience · truth versus safety · family · loyalty · personal sovereignty · sacrifice · consequences · human nature
Semantic match: ranked by themes
Distance: 0.0753
Nyx and her allies race across a scorched, shattered world to stop moonfall with ancient weapons before time runs out.
Why this is here
Themes labels: survival · trust · betrayal · sacrifice · moral compromise · apocalypse · power and responsibility · identity · corruption · loyalty · war · leadership · choice · humanity · adaptation
Semantic match: ranked by themes
Distance: 0.0761
A military tribunal and a dangerous expedition push the fight against the titans into new territory, ending on a major cliffhanger.
Why this is here
Themes labels: survival · fear · sacrifice · humanity · truth and secrecy · power and control · duty · morality · social criticism · justice
Semantic match: ranked by themes
Distance: 0.0768
