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The Last 8

Laura Pohl

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Similar in characterization + relationships

These books are ranked using the characterization + relationships labels extracted for The Last 8. Books rank higher when they are close on every selected axis.

Characterization labels used: pragmatic protagonist, loner protagonist, resourceful protagonist, strong-willed heroine, teen ensemble, diverse cast, genius teens, pilot protagonist, depressed protagonist, traumatized protagonist, reluctant leader, supportive side characters

Relationships labels used: found family, friendship, family, teamwork, trust, group conflict, queer relationships

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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Nyxia Uprising

Scott Reintgen · 2019 · The Nyxia Triad

With their planet doomed and enemies closing in, Emmett’s crew must survive, ally, and fight for escape.

Why this is here

Characterization labels: teen protagonists · young adults · diverse cast · relatable characters · distinct voices · character growth · leader character · naive competitors · survivors · supporting cast · redemptive characters · morally reflective character

Relationships labels: found family · friendship · loyalty · rivalry · teamwork · alliances · romance · side romance · betrayal · trust · family bonds · brothers and sisters (figurative)

Semantic match: ranked by characterization + relationships

Distance: 0.1253

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Shade's Children

Garth Nix · 1997 · Shade's Children

In a ruined future where children vanish at fourteen, escaped teens join a mysterious AI-led resistance.

Why this is here

Characterization labels: teen protagonists · mysterious mentor · AI character · morally ambiguous guardian · rebellious youth · survivor protagonist · battle-hardened leader · eccentric character · cynical character · resourceful characters

Relationships labels: found family · mentor-ward · leader and team · trust and betrayal · romantic pairing · team loyalty · parental substitute · power imbalance · dependency relationship

Semantic match: ranked by characterization + relationships

Distance: 0.1271

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The Arc

Ben Oliver · 2022 · The Loop Trilogy

In a dystopian future, a rebel group races to stop an AI apocalypse as new allies, betrayals, and sacrifice reshape everything.

Why this is here

Characterization labels: teen protagonists · genius character · rebel leader · reluctant hero · selfless characters · brave characters · hopeful protagonist · morally complex antagonist · redeemed antagonist · brainwashed captive · found family · young cast · character-driven

Relationships labels: found family · friendship · romance · brotherhood · loyalty · betrayal · team dynamics

Semantic match: ranked by characterization + relationships

Distance: 0.1276

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And All the Stars

Andrea K. Höst · 2012

A teen artist caught at ground zero of an alien attack must survive, adapt, and unite with other teens to fight back.

Why this is here

Characterization labels: teen protagonist · artist protagonist · introvert · shy heroine · relatable leads · ensemble cast · strong female characters · competent teens · multicultural cast · non-stereotypical characters · resourceful teens · science-minded character · supportive secondary cast

Relationships labels: friendship · found family · slow-burn romance · female friendship · team bond · camaraderie · platonic friendship · love interest · sibling-like group · community under pressure

Semantic match: ranked by characterization + relationships

Distance: 0.1367

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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: 0.1396

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Sea of Silver Light

Tad Williams · 2001 · Otherland

In a vast virtual-reality network, scattered allies race to uncover its secrets, survive it, and stop its deadly design.

Why this is here

Characterization labels: ensemble cast · strong characters · diverse protagonists · unlikely heroes · teenage characters · child characters · elderly elites · villain · supervillain · psychopath · serial killer · morally complex characters · human characters · damaged characters · relatable characters · character development · deep characterization

Relationships labels: found family · romantic relationships · friendship · teamwork · rivalry · power imbalance · betrayal · community · parent-child · caregiving

Semantic match: ranked by characterization + relationships

Distance: 0.1401

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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: 0.1402

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The Lost Causes

Alyssa Embree Schwartz, Jessica Koosed Etting · 2017

Five written-off teens are secretly given psychic powers by the FBI and pulled into a murder case.

Why this is here

Characterization labels: misfit teens · outcast protagonists · troubled teens · teen ensemble · guarded teens · gifted teens · rumpled outsider · distinctive ensemble · morally mixed adults · suspicious handlers · humanized villains

Relationships labels: found family · friendship · team bonding · romance · mentor distrust · authority distrust · group solidarity · slow friendship · handler relationship

Semantic match: ranked by characterization + relationships

Distance: 0.1403

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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: 0.1420

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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: 0.1426

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The Fall of Koli

M.R. Carey · 2021 · Rampart Trilogy

In a far-future post-collapse England, Koli’s quest for lost tech collides with village war, hidden history, and AI agency.

Why this is here

Characterization labels: naive protagonist · kind-hearted protagonist · reluctant leader · female strategist · healer · loyal companion · self-aware AI · morally ambivalent character · childlike wonder · fierce leader · resourceful woman · soulful cast · vulnerable hero

Relationships labels: found family · friendship · love interest · reconciliation · broken relationships · family conflict · village loyalty · protector bond · devoted friendship · power struggle · community solidarity

Semantic match: ranked by characterization + relationships

Distance: 0.1438

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The Last Musketeer

Stuart Gibbs · 2011 · The Last Musketeer

A 14-year-old in Paris is swept into 1615 and must team up with the young Three Musketeers to save his parents.

Why this is here

Characterization labels: resourceful protagonist · relatable protagonist · outsider protagonist · brave protagonist · smart protagonist · likable characters · young versions · heroic trio · villain · musketeer training

Relationships labels: friendship · teamwork · loyalty · family bonds · parent-child relationship · found family · trust · rivalry · power struggle

Semantic match: ranked by characterization + relationships

Distance: 0.1448

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