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The Unexpected

K.A. Applegate, Katherine Applegate

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Similar in characterization + relationships

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

Characterization labels used: moral center, solo protagonist, resourceful heroine, survival competence, guilt-prone, cautious, kindhearted, morally conflicted, underused protagonist, team absence, competent under pressure

Relationships labels used: found family, team loyalty, romantic tension, mentor bond, cross-cultural friendship, guilt over romance, friendship under strain

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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Asfixia

Alex Mírez · 2016

After a toxic air catastrophe kills nearly everyone, one immune survivor uncovers hidden factions and a buried truth.

Why this is here

Characterization labels: imperfect protagonist · resourceful survivor · isolated heroine · immune heroine · curious protagonist · strong-willed · impulsive · morally ambiguous cast · brooding commander · comic relief · scientist · soldier · enigmatic character · supportive friend

Relationships labels: found family · friendship · mentor dynamic · romantic tension · unresolved romance · rival factions · friendship-bond · protective relationship · power imbalance

Semantic match: ranked by characterization + relationships

Distance: 0.1319

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He Who Fights with Monsters 6

Shirtaloon, Travis Deverell · 2022 · He Who Fights with Monsters

Jason’s struggle to save Earth reaches a breaking point as he seizes dangerous power and prepares to return to a wider cosmos.

Why this is here

Characterization labels: overpowered protagonist · sarcastic protagonist · dour protagonist · witty protagonist · flawed hero · reluctant hero · power creep · solo missions · traumatized protagonist · morally gray lead · team-oriented lead · insular lead · absent ensemble · supporting cast sidelined

Relationships labels: found family · family conflict · friend group · team camaraderie · mentor bonds · romantic tension · betrayal · uneasy allies · power imbalance · separation from allies · reunion setup

Semantic match: ranked by characterization + relationships

Distance: 0.1417

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He Who Fights with Monsters 11

Shirtaloon, Travis Deverell · 2024 · He Who Fights with Monsters

A laid-back Australian hero navigates cosmic power, shifting alliances, and a bridge-to-the-next-arc volume in a huge LitRPG saga.

Why this is here

Characterization labels: laid-back protagonist · witty protagonist · self-deprecating protagonist · reluctant hero · powerful protagonist · underdog · chaotic cast · ensemble cast · character-driven · trauma recovery · self-growth · morally argumentative · authority-challenger · mentor role · team dynamics

Relationships labels: found family · friendship · romantic subplot · team loyalty · mentor mentee · couples · rivalry · romantic tension · reunion

Semantic match: ranked by characterization + relationships

Distance: 0.1437

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Destroyer

Bobby Adair · 2013 · Slow Burn

A rage-fueled survivor pushes deeper into a collapsing world of infected, seeking rescue, revenge, and a fragile safe haven.

Why this is here

Characterization labels: reckless protagonist · angry protagonist · survivor group · wary companion · childlike survivor · immune survivor · medical staff under pressure · military presence · smart zombies

Relationships labels: friendship · found family · loyalty · revenge · protective bond · romantic tension · team dynamic · betrayal · dependency

Semantic match: ranked by characterization + relationships

Distance: 0.1456

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The Hunger Games Trilogy Boxset

Suzanne Collins · 2010

In a post-apocalyptic dictatorship, a teen girl is forced into a televised death contest that ignites rebellion.

Why this is here

Characterization labels: strong heroine · teen protagonist · survivalist · resourceful · protective sister · reluctant hero · self-sacrificing · guarded emotions · morally complex · traumatized protagonist · symbolic heroine · strategic ally

Relationships labels: sibling bond · love triangle · mentor relationship · family loyalty · romantic tension · friendship and rivalry · forced pairing · community control · power imbalance · romantic subplot

Semantic match: ranked by characterization + relationships

Distance: 0.1504

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The Hunger Games

Suzanne Collins · 2008 · The Hunger Games

A poor teen girl volunteers for a televised death match and must survive while navigating power, media, and love.

Why this is here

Characterization labels: strong heroine · female protagonist · survivalist · resourceful · cunning · independent · brave · prickly · guarded · flawed heroine · emotionally detached · complex protagonist · kindhearted boy · mentor · side characters

Relationships labels: sibling bond · love triangle · fake romance · mentor-mentee · friendship · alliances · romantic tension · family responsibility · protective love · rivalry

Semantic match: ranked by characterization + relationships

Distance: 0.1510

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Perilous Waif

E. William Brown · 2017 · Alice Long

An unusually gifted orphan flees a controlled upbringing and finds herself pulled into a dangerous far-future crew.

Why this is here

Characterization labels: teen heroine · overpowered protagonist · gifted child · badass girl · naive heroine · loyal protagonist · shy protagonist · resourceful survivor · superhuman growth · young soldier · transhuman protagonist

Relationships labels: found family · friend loyalty · mentor dynamic · crew bonds · protective relationships · romantic tension · bisexual attraction · subordinate power dynamic · female friendship · human-AI bonds

Semantic match: ranked by characterization + relationships

Distance: 0.1525

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Apocalypse: Generic System

Macronomicon · 2020 · Systems of the Apocalypse

A PTSD-stricken veteran accidentally picks an impossible apocalypse tutorial while high—and must outthink the System to survive.

Why this is here

Characterization labels: resourceful protagonist · smart MC · pragmatic protagonist · veteran protagonist · PTSD-affected protagonist · suicidal protagonist · older male protagonist · reluctant leader · gadgeteer · tinkerer · glass cannon · chaotic good · trickster · unconventional hero

Relationships labels: found family · team dynamics · reluctant leadership · romance subplot · sexual tension · polyamory subplot · mentor-like care · friend group · protective bonds

Semantic match: ranked by characterization + relationships

Distance: 0.1533

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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: 0.1544

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The Extinction Trials

S.M. Wilson · 2018 · The Extinction Trials

In a depleted world, two teens join a deadly dinosaur trial that could save their families or doom them.

Why this is here

Characterization labels: orphan protagonist · sick sibling motivation · resourceful heroine · determined heroine · curious protagonist · protective sibling · secretive male lead · competitor group · team dynamics · villainous rivals · friendly dinosaur

Relationships labels: friendship · trust · betrayal · family loyalty · sibling duty · romantic tension · teamwork · rivalry

Semantic match: ranked by characterization + relationships

Distance: 0.1550

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전지적 독자 시점 2 [Jeonjijeog Dogja Sijeom 2]

singNsong, 싱숑 · 2018 · 전지적 독자 시점 [Jeonjijeog Dogja Sijeom] (Novel) (5.5 Volumes)

A lone reader survives an apocalypse by using his knowledge of a novel’s ending while the story rewrites him.

Why this is here

Characterization labels: protagonist · antihero · reluctant hero · sacrificial hero · traumatized protagonist · loner · powerful heroine · supporting cast · regressor · reader-survivor

Relationships labels: found family · companionship · soulmates · friendship · protective bond · mentor dynamic · romantic tension · rivalry · reader-character bond

Semantic match: ranked by characterization + relationships

Distance: 0.1553

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The Genesis Wars

Akemi Dawn Bowman · 2022 · The Infinity Courts

After a betrayal, a young woman in an AI-run afterlife races to rescue her people and topple a brutal regime.

Why this is here

Characterization labels: stubborn protagonist · hardened heroine · guilt-driven · traumatized · trust issues · determined · reckless · angsty lead · morally conflicted · power growth · relatable flaws

Relationships labels: found family · betrayal · allies and enemies · romantic tension · slow burn · trust recovery · sister bond · friendship · power imbalance · loyalty conflict

Semantic match: ranked by characterization + relationships

Distance: 0.1567

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