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All These Monsters

Amy Tintera

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Similar in characterization + relationships

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

Characterization labels used: reluctant hero, headstrong heroine, traumatized protagonist, flawed protagonist, competent underdog, broad ensemble, messy characters, teen soldiers, traitor character, abusive love interest, supportive teammate

Relationships labels used: found family, love triangle, abusive parent-child relationship, abusive romance, friendship, team bonds, rivalry, sibling relationship, mentor-student dynamic, gaslighting, dependency

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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Burn

Julianna Baggott · 2014 · Pure

In a shattered world split between Dome and outcasts, rival survivors race toward a dangerous final choice.

Why this is here

Characterization labels: young protagonists · flawed characters · morally conflicted · strong heroine · brooding hero · reluctant leader · depressed character · dynamic supporting character

Relationships labels: love triangle · romance · friendship · family conflict · parent-child conflict · loyalty tests · betrayal · power struggle · partnership · sibling bond

Semantic match: ranked by characterization + relationships

Distance: 0.1131

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Mockingjay

Suzanne Collins · 2010 · The Hunger Games

A traumatized teen becomes the face of a revolution while war, propaganda, and betrayal push her to the edge.

Why this is here

Characterization labels: reluctant hero · traumatized protagonist · survivor · propaganda pawn · imperfect heroine · morally conflicted characters · brainwashed captive · ruthless leader · manipulative leadership

Relationships labels: love triangle · friendship · sibling bond · mentor relationship · trauma bond · betrayal · power imbalance · romantic tension · forbidden love

Semantic match: ranked by characterization + relationships

Distance: 0.1162

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Psion

Joan D. Vinge · 2007 · Cat

A traumatized street orphan with latent telepathy is pulled into a government psi program and a dangerous interstellar conflict.

Why this is here

Characterization labels: traumatized protagonist · damaged hero · reluctant hero · street-hardened · lonely · passive protagonist · sympathetic main character · morally flawed characters · antihero · outsider · believable criminal

Relationships labels: found family · uneasy alliance · love triangle · mentor-student · romantic tension · friendship · betrayal · power imbalance · dependency · trust issues

Semantic match: ranked by characterization + relationships

Distance: 0.1171

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Wandering Star

Romina Russell · 2015 · Zodiac

A disgraced teen leader must cross the zodiac houses again to stop a galaxy-wide terror plot and uncover hidden truths.

Why this is here

Characterization labels: disgraced leader · reluctant leader · teen protagonist · outcast · growing confidence · self-doubt · resilient heroine · idealistic · conflicted protagonist · multiple new characters

Relationships labels: love triangle · romantic conflict · siblings · brother-sister bond · friendship · alliances · betrayal · mentor trust · found family · rival factions

Semantic match: ranked by characterization + relationships

Distance: 0.1220

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Rise of the Elgen

Richard Paul Evans · 2012 · Michael Vey

Michael and his electric friends race to Peru to rescue his kidnapped mother while an evil power network tightens its grip.

Why this is here

Characterization labels: reluctant hero · brave protagonist · sarcastic hero · smart friend · genius sidekick · villainous mastermind · creepy villain · powered children · loyal team · character growth · bully turned ally · flawed hero · overpowered protagonist · tortured villain

Relationships labels: found family · friendship · team loyalty · protective mother-child bond · romance · love triangle · rivalry · betrayal · alliance · brotherhood · group dependency

Semantic match: ranked by characterization + relationships

Distance: 0.1266

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UnSouled

Neal Shusterman · 2013 · Unwind Dystology

Fugitive teens chase answers about unwinding while converging plots, shifting loyalties, and hidden history reshape everything.

Why this is here

Characterization labels: teen protagonists · fugitive heroes · ensemble cast · matured characters · morally conflicted characters · sympathetic villain · identity struggle · strategist · leader · naive character · traumatized character · socially awkward character

Relationships labels: found family · romantic tension · love triangle · parent-child conflict · loyalty conflict · rivalry · betrayal · separated group · reunion tension · friendship · community bonds

Semantic match: ranked by characterization + relationships

Distance: 0.1269

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All Rights Reserved

Gregory Scott Katsoulis · 2017 · Word$

In a future where every word and gesture costs money, a fifteen-year-old’s silence sparks rebellion.

Why this is here

Characterization labels: reluctant hero · anxious protagonist · strong-willed heroine · average teen · silent protagonist · misfit allies · believable villain · ordinary-looking heroine

Relationships labels: family debt · sibling bond · friendship · peer group · mentorship · community protest · power hierarchy · dependence

Semantic match: ranked by characterization + relationships

Distance: 0.1304

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Rebels of Eden

Joey Graceffa · 2018 · Children of Eden

In a controlled future Earth, a young rebel must choose between saving loved ones and ending a system that runs humanity.

Why this is here

Characterization labels: strong heroine · reluctant leader · misunderstood hero · brave protagonist · selfless protagonist · determined heroine · teen protagonists · antagonist

Relationships labels: love triangle · polyamory · sapphic romance · family reunification · romantic rivalry · friendship loyalty · found family · betrayal · sacrifice for others

Semantic match: ranked by characterization + relationships

Distance: 0.1308

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This Is Not a Test: The Definitive Edition with Please Remain Calm

Courtney Summers · 2026 · This is Not a Test

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

Relationships labels: sibling bond · sibling abandonment · abusive parent · group conflict · forced proximity · alliances · romantic tension · classmate bonds · power struggles · betrayal

Semantic match: ranked by characterization + relationships

Distance: 0.1309

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Pandemic

Yvonne Ventresca · 2014

A traumatized teen stockpiles for disaster, then must survive a deadly flu outbreak while her town falls apart.

Why this is here

Characterization labels: anxious protagonist · paranoid protagonist · germaphobe · hoarder · resourceful teen · withdrawn teen · survivor arc · pessimistic protagonist · likable love interest · levelheaded character · traumatized teen

Relationships labels: love triangle · friend triangle · best friends · parent-child separation · absent parents · found family · romantic tension · trust issues · community support · rivalry

Semantic match: ranked by characterization + relationships

Distance: 0.1322

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Swarm

Scott Westerfeld, Margo Lanagan, Deborah Biancotti · 2016 · Zeroes

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

Relationships labels: found family · team dynamics · romance subplot · queer romance · family loyalty · sibling relationship · friend group · rivalry · team fracture

Semantic match: ranked by characterization + relationships

Distance: 0.1328

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Novas

Lou Vane · 2022

A teen survivor team leaves refuge to seek supplies and answers in a dangerous post-apocalyptic world, amid rivalries and a love triangle.

Why this is here

Characterization labels: teen protagonists · brave heroine · capable heroine · rival male leads · protective love interest · hilarious side character · reluctant trust · character growth · trauma shaped · resilient teens

Relationships labels: love triangle · found family · friendship bond · rivalry · romantic tension · unconditional support · group loyalty · friendship under stress · team dynamics

Semantic match: ranked by characterization + relationships

Distance: 0.1335

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