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These books are ranked using the characterization labels extracted for من قتل وليد؟.
Characterization labels used: moral ambiguity, traumatized teens, bullied characters, manipulated characters, jealousy, hiding feelings, complex backstories, psychological damage, flawed protagonists, victim-perpetrator overlap, angry teens, secretive characters
This does not mean the books share the same plot, setting, quality, or difficulty. It means their characterization embeddings are close.
Six teens barricaded in a high school face zombies outside and trauma, fear, and survival instincts inside.
Why this is here
Characterization labels: suicidal teen · abused protagonist · traumatized teens · flawed characters · damaged characters · reluctant survivor · de facto leader · brooding characters · complicated teens · unreliable self-protection
Semantic match: ranked by characterization
Distance: 0.1420
A teenage boy enters a deadly annual walking contest where stopping means execution and the winner gets any wish.
Why this is here
Characterization labels: teen boys · young men · naive protagonist · crowding personalities · character ensemble · psychological breakdown · moral ambiguity · cruelty · camaraderie · rivalry · friendship arc · coming-of-age
Semantic match: ranked by characterization
Distance: 0.1488
Eleven dark, twisty short stories probe human cruelty, grief, and uncanny survival with horror, mystery, and sci-fi edges.
Why this is here
Characterization labels: outsiders · abused children · abusive parents · murderers · anti-social characters · morally flawed characters · emotionally damaged characters · unreliable narrators · young protagonists · desperate survivors
Semantic match: ranked by characterization
Distance: 0.1557
A numb teen enters a secret VR club that sells nightmares, then uncovers a dangerous truth about his own trauma.
Why this is here
Characterization labels: emotionally numb protagonist · sarcastic protagonist · witty protagonist · gay protagonist · teen protagonist · traumatized protagonist · psychologically complex characters · morally compromised behavior · misfit protagonist · cunning protagonist
Semantic match: ranked by characterization
Distance: 0.1568
A teen superhero team opens an illegal club to test powers, then faces a deadly crowd-controlling enemy.
Why this is here
Characterization labels: teen protagonists · flawed heroes · morally conflicted · self-doubt · angsty teens · self-loathing · cautious moralist · charismatic leader · isolated outsider
Semantic match: ranked by characterization
Distance: 0.1571
Trapped in a darkened mall after a deadly outbreak, a group of teens must survive chaos and find a way out.
Why this is here
Characterization labels: teen ensemble · underdeveloped characters · character growth · moral decline · survival-driven behavior · hostile survivors · villainous leader · reluctant hero · resourceful girl · badass transformation · trauma response · PTSD aftermath · redemption arc · character inconsistency
Semantic match: ranked by characterization
Distance: 0.1577
Six illustrated YA sci-fi novellas explore future worlds where love, grief, and hope collide with strange technologies.
Why this is here
Characterization labels: teen protagonists · young adults · tortured characters · emotionally damaged characters · grieving characters · mentally ill characters · self-reflective · feisty heroine · loyal sibling · isolated outsider
Semantic match: ranked by characterization
Distance: 0.1603
Stranded students in deep space face a brutal fight for survival as fear, betrayal, and violence take over.
Why this is here
Characterization labels: students · teens · school trip group · survivors · bullies · victims · manipulative character · machiavellian character · resourceful character · moral conflict · paranoia · panic · traumatized youth
Semantic match: ranked by characterization
Distance: 0.1625
Trapped with other hybrid teens, three survivors face new alien horrors, secret experiments, and shifting loyalties.
Why this is here
Characterization labels: teen protagonists · hybrid children · chosen ones · transformation arc · identity crisis · physically changing · emotionally strained · insecure teens · morally ambiguous adults · sadistic scientist · troubled outsider
Semantic match: ranked by characterization
Distance: 0.1638
A grieving teen follows cryptic texts to find her missing best friend, only to uncover a far bigger danger.
Why this is here
Characterization labels: anxious heroine · agoraphobic protagonist · recluse · best friend · suspicious boyfriend · unreliable narrator · flawed heroine · troubled teen
Semantic match: ranked by characterization
Distance: 0.1638
A naive alien uses time travel to try to save a bullied fourth grader, but each fix deepens a tragic spiral.
Why this is here
Characterization labels: naive protagonist · child protagonists · bullied child · bully · misunderstood children · traumatized children · abused child · emotionally complex characters · morally gray characters · imperfect victim · unreliable understanding · well-intentioned helper
Semantic match: ranked by characterization
Distance: 0.1645
A traumatized teen resistance group is sent back into occupied Australia for a sabotage mission that quickly goes wrong.
Why this is here
Characterization labels: teen protagonists · ordinary kids · traumatized youth · resilient characters · flawed heroine · brave girl · reckless behavior · survivors · psychological scars · moral conflict · group ensemble · distinct personalities
Semantic match: ranked by characterization
Distance: 0.1655
