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The Dead

Charlie Higson

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Similar in characterization + relationships

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

Characterization labels used: teen protagonists, child protagonists, reluctant hero, best friends, leader, comic relief, nerd group, misfits, fighters, supporting cast, character growth, flawed friendship, complicated characters

Relationships labels used: friendship tested, best friends, group dynamics, found family, leader-follower, complicated friendship, trust issues, conflict under pressure, companionship, loyalty, betrayal, protective bonds

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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Alliance

Mark Frost · 2035 · The Paladin Prophecy

A teen with emerging powers stays at a secretive school over summer and uncovers deeper truths, betrayals, and danger.

Why this is here

Characterization labels: teen protagonists · chosen friends · superpowered teens · leader protagonist · comic relief · loyal friend · genius sidekick · sarcastic sidekick · female love interest · betrayer within group · emotionally vulnerable protagonist · reluctant chooser · moral team

Relationships labels: friend group · team loyalty · betrayal · love triangle · romantic rivalry · friendship bonds · found family · trust issues · leadership dynamics · group dependency

Semantic match: ranked by characterization + relationships

Distance: 0.1254

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Strike

D.J. MacHale · 2014 · The SYLO Chronicles

In the final SYLO adventure, Tucker and his friends face a hidden war, shocking truths, and a battle that may rewrite history.

Why this is here

Characterization labels: teen protagonist · reluctant leader · resourceful teen · smart teen · brave teen · group ensemble · loyal friend group · morally conflicted characters · traitor figure · strong female characters

Relationships labels: friend group · romantic tension · brotherly bond · loyalty · betrayal · teamwork · sacrifice · found family · parent-child separation · group dependence

Semantic match: ranked by characterization + relationships

Distance: 0.1365

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Runaways, Vol. 5: Canon Fodder

Rainbow Rowell · 2020 · Runaways (2017) (Collected Editions)

When the Runaways are recruited into a flashy new superhero team in Los Angeles, one member senses something deeply wrong.

Why this is here

Characterization labels: teen heroes · misfits · found family group · skeptical protagonist · budding leader · outsider team · ensemble cast · powerless member · fanboy · mentor figure

Relationships labels: friendship group · found family · mentor-mentee · parental deception · romantic relationship · team dynamics · power imbalance · betrayal · protective loyalty · sibling-like bond

Semantic match: ranked by characterization + relationships

Distance: 0.1384

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The Invasion

K.A. Applegate, Katherine Applegate · 1996 · Animorphs

Five kids gain the power to turn into animals and must fight a hidden alien invasion no one else can see.

Why this is here

Characterization labels: teen protagonists · group ensemble · reluctant hero · leader figure · sarcastic character · brave kids · well-defined cast · distinctive identities · emotionally burdened · overwhelmed teens · secret identities

Relationships labels: friend group · team loyalty · family pressure · mentor role · leader dynamics · best friends · crush tension · sibling relationship · enemy infiltration

Semantic match: ranked by characterization + relationships

Distance: 0.1437

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Plutona

Jeff Lemire · 2016 · Plutona

When suburban kids find a dead superhero in the woods, their secret upends friendship, loyalty, and growing up.

Why this is here

Characterization labels: ensemble cast · teen protagonists · children · realistic kids · troubled kid · rebel · quiet loner · insecure friend · superhero obsessive · bully · complex characters · unlikable characters · layered characters · character piece · coming-of-age arc

Relationships labels: friendship · strained friendship · group dynamic · sibling relationship · brother sister · parent child · dysfunctional family · bullying · peer pressure · betrayal · dependency · tenuous bonds · secret sharing

Semantic match: ranked by characterization + relationships

Distance: 0.1475

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Burning For Revenge

John Marsden · 2006 · Tomorrow

Stranded teens launch a reckless sabotage mission behind enemy lines, risking everything to hit back and survive.

Why this is here

Characterization labels: teen protagonists · resourceful · courageous · traumatized · emotionally scarred · maturing · reckless · reluctant team member · unpredictable character · distressed character · dependable leader · pushy love interest · outspoken narrator · believable teens · amateur fighters

Relationships labels: group loyalty · friendship under pressure · romantic tension · betrayal · team conflict · protective bond · sibling-like friendship · broken trust · group dependence · reluctant romance

Semantic match: ranked by characterization + relationships

Distance: 0.1489

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Runaways, Vol. 6: Parental Guidance

Brian K. Vaughan · 2006 · Runaways (2003-2009) (Collected Editions)

A separated young mutant runaway must survive alone, then reunite with her team as old enemies and buried secrets resurface.

Why this is here

Characterization labels: young heroes · mutant child · teen ensemble · fully realized characters · resourceful child · tough choices · betrayal-prone allies · emotionally complex characters · morally ambiguous leader · grieving survivors

Relationships labels: found family · friend group · team dynamics · parent-child conflict · romantic tension · betrayal · loyalty · rivalry · frenemy dynamics · sibling-like bonds

Semantic match: ranked by characterization + relationships

Distance: 0.1493

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Darkness, Be My Friend

John Marsden · 2006 · Tomorrow

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

Relationships labels: friend group · found family · romantic tension · group loyalty · protective bonds · family separation · military dependence · betrayal suspicion · community captivity

Semantic match: ranked by characterization + relationships

Distance: 0.1494

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The Maze Runner Series

James Dashner · 2010 · The Maze Runner

An amnesiac teen wakes inside a deadly maze with other boys and must survive, uncover the truth, and escape.

Why this is here

Characterization labels: teen protagonists · male protagonist · memory-wiped characters · rebellious protagonist · reluctant leader · faultless protagonist · underdeveloped characters · flat characters · character death · relatable characters · found family · character growth

Relationships labels: found family · friendship · romance · love interest · group loyalty · betrayal · teamwork · authority conflict · rivalry · parental loss · protective bonds

Semantic match: ranked by characterization + relationships

Distance: 0.1510

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Raven Rise

D.J. MacHale · 2008 · Pendragon

With Bobby absent, his allies must defend Second Earth as a cult-driven takeover and the Convergence push Halla toward collapse.

Why this is here

Characterization labels: teen protagonist · reluctant hero · maturing hero · frustrated protagonist · charismatic villain · evil mastermind · cult leader · misled followers · ensemble cast · traveler characters · morally burdened hero

Relationships labels: found family · best friends · team loyalty · enemy rivalry · mentor figure · friend reunion · betrayal · power imbalance · group conflict

Semantic match: ranked by characterization + relationships

Distance: 0.1510

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Into the Fire

Lindsey Fairleigh, Lindsey Pogue · 2018 · The Ending

Separated survivors race to save a kidnapped friend while uncovering the colony’s secrets and the virus’s origins.

Why this is here

Characterization labels: best friends · young adult protagonists · female leads · protective male lead · manipulative villain · mind-controlled characters · rebels · survivors · moral ambiguity · character growth

Relationships labels: friendship · best friends · romance · couples · protective love · loyalty · betrayal · family secrets · found family · rivalry · rescue dependency

Semantic match: ranked by characterization + relationships

Distance: 0.1511

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Ruins

Orson Scott Card · 2012 · Pathfinder

A group of time-shifting teens cross into new wallfolds and race to stop Garden’s destruction while trust frays.

Why this is here

Characterization labels: whiny teens · genius children · reluctant leader · mature adults · squabbling group · philosophical characters · flawed protagonists · insecure characters

Relationships labels: friend group · sibling relationship · trust breakdown · leadership conflict · romantic tension · rivalry · power struggle · loyalty · betrayal · dependency

Semantic match: ranked by characterization + relationships

Distance: 0.1513

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