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Cover of Battle Royale by Koushun Takami
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Battle Royale

Koushun Takami

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Similar in characterization + relationships

These books are ranked using the characterization + relationships labels extracted for Battle Royale. Books rank higher when they are close on every selected axis.

Characterization labels used: teen ensemble, classmates, adolescent psychology, morally grey, psychopath, survivalist, naive protagonist, strong side characters, backstory-rich

Relationships labels used: friendship, crushes, romance, betrayal, classmate conflict, school ties, trust and distrust, rivalry, alliance, loyalty, teacher-student power

This does not mean the books share the same plot, setting, quality, or difficulty. It means their characterization + relationships embeddings are close.

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Cover of Dragon Head, Volume 1 by Minetarō Mochizuki

Dragon Head, Volume 1

Minetarō Mochizuki · 2006 · ドラゴンヘッド [Dragon Head]

A school train trip turns into a nightmare when a tunnel collapse traps three teens underground with no clear way out.

Why this is here

Characterization labels: teen protagonists · school students · fragile sanity · protective lead · unhinged survivor · helpless victim · reactive character · survival instincts · psychological deterioration · flat characters

Relationships labels: classmates · peer conflict · group survival · protective bond · dependency · gendered power dynamics · friendship under stress · betrayal risk · rivalry

Semantic match: ranked by characterization + relationships

Distance: 0.1289

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Cover of Land by Theresa Shaver

Land

Theresa Shaver · 2012 · Stranded

A Canadian teen group must survive an EMP blackout and travel 1,500 miles home across a collapsing North America.

Why this is here

Characterization labels: teen ensemble · female protagonist · leader · responsible teen · clown · goth girl · bad boy · prepper teacher · resilient teens · stereotyped characters · competent teens · farm-background teens

Relationships labels: friend group · school group · teacher-student · romance · love triangle · team loyalty · peer bonding · group solidarity

Semantic match: ranked by characterization + relationships

Distance: 0.1389

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Cover of Tunnel in the Sky by Robert A. Heinlein

Tunnel in the Sky

Robert A. Heinlein · 2005

A survival exam on a remote planet goes wrong, stranding students who must build order, shelter, and leadership from scratch.

Why this is here

Characterization labels: teen protagonist · young adults · school students · competent women · strong female characters · flawed hero · young leader · teacher mentor · political rival · coming-of-age protagonist · capable survivors · pragmatic leader

Relationships labels: peer group · teacher-student · sibling support · rivalry · romantic pairing · coalition building · group consensus · community bonds · power struggles · marriage

Semantic match: ranked by characterization + relationships

Distance: 0.1432

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Cover of Emperor Pickletine Rides the Bus by Tom Angleberger

Emperor Pickletine Rides the Bus

Tom Angleberger · 2014 · Origami Yoda

A banned-origami field trip to Washington, D.C. turns into bus chaos, crush drama, and surprise revelations.

Why this is here

Characterization labels: seventh graders · middle schoolers · eccentric kids · friend group · student ensemble · bullies · crushes · romantic tension · socially awkward kids · kindness · cooperative problem solving · character growth · adult antagonists

Relationships labels: friend group · school friendships · crushes · jealousy · rivalry · bus buddies · romantic pairing · group loyalty · peer conflict · adult-student conflict · supportive community

Semantic match: ranked by characterization + relationships

Distance: 0.1467

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Cover of Léviathan, tome 1 by Shiro Kuroi

Léviathan, tome 1

Shiro Kuroi · 2022 · リバイアサン [Leviathan]

A school trip in space turns deadly after a shipwreck, and salvagers later uncover a journal that reveals why.

Why this is here

Characterization labels: teen protagonists · students · teachers · salvagers · maintenance robot · panicked survivors · paranoid characters · morally compromised characters

Relationships labels: student-teacher conflict · peer rivalry · group paranoia · survival alliance · betrayal · power struggle · class hierarchy · secret keeping · us-vs-them · dependence on authority · isolation

Semantic match: ranked by characterization + relationships

Distance: 0.1476

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Cover of Shadow Witch by Isla Frost

Shadow Witch

Isla Frost · 2019 · Firstborn Academy

A feared academy student gains dangerous powers linked to the enemy and must survive school, secrets, and war.

Why this is here

Characterization labels: reluctant heroine · strong heroine · fierce heroine · teen protagonist · female lead · friend group · secondary character ensemble · enigmatic love interest · bully antagonist · authoritarian adults · protective friends · gifted outcast · powerful but feared

Relationships labels: friendship · found family · romantic tension · slow burn romance · student-teacher conflict · peer hostility · protective friendship · loyalty · trust issues · classmate rivalry · enemy attraction

Semantic match: ranked by characterization + relationships

Distance: 0.1494

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Cover of Assassin of Reality by Marina Dyachenko

Assassin of Reality

Marina Dyachenko, Sergey Dyachenko · 2023 · Vita Nostra (English)

A gifted student returns to an eerie magical institute where language shapes reality and failure could remake the world.

Why this is here

Characterization labels: stubborn protagonist · older protagonist · intellectual curiosity · transcendent being · ambitious student · alienated protagonist · dark mentor · fascinating protagonist · humanity vs concept

Relationships labels: student-teacher rivalry · mentor-protégé · romance · pilot love interest · classmate distrust · peer support · familial leverage · protective friends · power imbalance

Semantic match: ranked by characterization + relationships

Distance: 0.1514

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Cover of The Scorch Trials by James Dashner

The Scorch Trials

James Dashner · 2010 · The Maze Runner

Thomas and the Gladers face a harsher second trial across a scorched world, where trust, survival, and secrets collide.

Why this is here

Characterization labels: reluctant leader · teen protagonists · survival-minded · emotionally guarded · trusted allies · newcomer foils · morally ambiguous characters

Relationships labels: friendship under pressure · betrayal · romantic triangle · loyalty tests · bromance · group cohesion · rival groups · power imbalance · trust issues

Semantic match: ranked by characterization + relationships

Distance: 0.1525

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Cover of Erebos by Ursula Poznanski

Erebos

Ursula Poznanski · 2010 · Erebos

A secretive game spreads through a school, pulling a teen into a world where virtual quests spill into real life.

Why this is here

Characterization labels: teen protagonist · ordinary student · basketball player · popular kid · curious protagonist · addicted player · immature teens · game avatar · strong-willed girls

Relationships labels: friendship · best friends · school peers · crush · romance subplot · peer pressure · secretive group · parent-child distance · rivalry · manipulation

Semantic match: ranked by characterization + relationships

Distance: 0.1528

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Cover of Alone by Scott Sigler

Alone

Scott Sigler · 2017 · The Generations Trilogy

A genetically engineered teen leader faces an alien siege, buried truths, and a final reckoning for her people and self.

Why this is here

Characterization labels: strong heroine · teen leader · complex protagonist · morally gray cast · large ensemble · character growth · traumatized characters · emotionally driven · reluctant allies · volatile behavior

Relationships labels: friendship · romance · love triangle · family conflict · leadership dynamics · betrayal · alliance · rivalry · group loyalty · power struggle

Semantic match: ranked by characterization + relationships

Distance: 0.1537

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Cover of Morbid Curiosities by S. Hati

Morbid Curiosities

S. Hati · 2026

A scholarship teen at an elite science institute uncovers secret experiments, mutations, and a threat to her own mind.

Why this is here

Characterization labels: ambitious teen · overachiever · scholarship student · gifted student · isolated protagonist · untrusting · prickly protagonist · mysterious girl · cutthroat peers · rich students · scientist characters · complex characters

Relationships labels: rivals to lovers · academic rivalry · friendship trio · found family · class divide · peer sabotage · trust issues · mentor power imbalance · romantic subplot

Semantic match: ranked by characterization + relationships

Distance: 0.1558

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Cover of Felix, Net i Nika oraz Gang Niewidzialnych Ludzi by Rafał Kosik

Felix, Net i Nika oraz Gang Niewidzialnych Ludzi

Rafał Kosik · 2009 · Felix, Net i Nika

Three Warsaw school friends uncover strange events, inventions, and a hidden mystery as their lives get more surreal.

Why this is here

Characterization labels: thirteen-year-olds · school-age protagonists · inventive kids · gifted teens · mature-for-age characters · high agency · flat characterization · stereotyped gender roles · humorous sidekick · rational boy · emotional girl

Relationships labels: friendship trio · peer dynamics · teacher-student relations · parent-child relations · romantic tension · classroom bullying · rivalry · protective friendship · group cohesion

Semantic match: ranked by characterization + relationships

Distance: 0.1559

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