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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
When Earth loses electricity and gains a magical system, one Coast Guard man must survive a bunker dungeon and help save humanity.
Why this is here
Themes labels: survival · responsibility · leadership · power and morality · trust · humanity under pressure · apocalypse · system control · free will · sacrifice · identity · duty · control versus chaos · civilizational collapse · survival ethics
Semantic match: ranked by themes
Distance: 0.0783
As a viral apocalypse unfolds across timelines, survivors race to stop the originals and protect what remains of humanity.
Why this is here
Themes labels: survival · human evil · good versus evil · hope · sacrifice · fellowship · moral compromise · endurance · power and control · science ethics · apocalypse society · identity · love and loss · revenge · faith · rebuilding
Semantic match: ranked by themes
Distance: 0.0786
Trapped teens face gang rule, a deadly virus, and a desperate rescue in a brutal final school siege.
Why this is here
Themes labels: survival · power · social hierarchy · violence · moral collapse · isolation · loyalty · coming of age · choice · love vs duty · pregnancy · fate vs agency · dehumanization
Semantic match: ranked by themes
Distance: 0.0787
Nine players race worldwide for the next key as Endgame widens into a brutal, apocalyptic hunt with shifting alliances.
Why this is here
Themes labels: survival · sacrifice · morality · choice · trust · loyalty · competition · humanity · apocalypse · good versus evil · power · fate · cost of victory · conscience · leadership
Semantic match: ranked by themes
Distance: 0.0794
In a dystopian YA finale, Saba must outwit a tyrant, protect her family, and face betrayal before time runs out.
Why this is here
Themes labels: survival vs morality · family loyalty · community · violence vs nonviolence · leadership · betrayal · sacrifice · choice · justice · love and trust · guilt · coming of age · humanity vs survival
Semantic match: ranked by themes
Distance: 0.0805
An orphan sold into a lethal training regime must survive brutal trials, uncover the truth, and decide who to serve.
Why this is here
Themes labels: survival · power · obedience · free will · moral ambiguity · indoctrination · identity · good vs evil · hope · humanity · trauma · child abuse · violence · prophecy · conscience · dehumanization · conquest · deception
Semantic match: ranked by themes
Distance: 0.0811
In a brutal future, a falsely accused man is rescued by a mysterious stalker, and survival forces them together.
Why this is here
Themes labels: survival · justice · corruption · freedom · trust · devotion · sacrifice · redemption · social inequality · power abuse · love versus survival · identity
Semantic match: ranked by themes
Distance: 0.0813
A cloned boy raised as property in a drug lord’s future borderland must confront what makes him human.
Why this is here
Themes labels: humanity · identity · nature versus nurture · free will · individuality · self-determination · prejudice · slavery · power · corruption · dehumanization · human rights · belonging · acceptance · loyalty · morality · ethics of cloning · survival · compassion · empathy · immortality · addiction · sacrifice · predestination
Semantic match: ranked by themes
Distance: 0.0817
Three stranded groups battle snow, secrets, and a deadly virus in a tense, twisty survival thriller.
Why this is here
Themes labels: survival · trust · redemption · morality · sanity · secrecy · human nature · scarcity · fear · hope · social collapse · ethical compromise · good versus evil · scientific control
Semantic match: ranked by themes
Distance: 0.0820
After an EMP collapse, separated survivors race home and fight sabotage, militia power grabs, and a relentless pursuer.
Why this is here
Themes labels: survival · morality · trust · humanity · community · justice · revenge · corruption · loyalty · family protection · civilization breakdown · scarcity · good vs evil · conscience · resilience
Semantic match: ranked by themes
Distance: 0.0825
A teenage sleeper agent from a dying parallel Earth must replace her double on the surviving world and confront who she is.
Why this is here
Themes labels: identity · humanity · morality · loyalty · love · survival · death · selfhood · free will
Semantic match: ranked by themes
Distance: 0.0825
A teen dome-dweller crosses into a toxic outside world of mutants, danger, and forbidden love, forcing a hard choice.
Why this is here
Themes labels: survival · sacrifice · humanity · moral choice · class divide · compassion · social injustice · loyalty · identity · preservation · trust · fear · change · responsibility
Semantic match: ranked by themes
Distance: 0.0830
