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Glow

Amy Kathleen Ryan

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Similar in characterization + relationships

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

Characterization labels used: teen protagonists, young leaders, strong heroine, reluctant bride, golden boy, rival suitor, morally gray characters, complex characters, power seekers, fanatic leader, manipulative adults, resourceful heroine, traumatized characters, coming of age, forced maturity, good intentions

Relationships labels used: love triangle, promised couple, romantic tension, boyfriend girlfriend, separated lovers, rivalry, power imbalance, parent child, leader followers, community fracture, loyalty conflicts, betrayal, friendship

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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Spark

Amy Kathleen Ryan · 2012 · Sky Chasers

A stranded teen crew fights sabotage, shifting loyalties, and a power struggle while racing to rescue their captured parents.

Why this is here

Characterization labels: teen protagonists · morally gray characters · flawed characters · traumatized teens · young leaders · religious leader · power-hungry leader · suspicious outsider · redemptive arc · darker character arc

Relationships labels: love triangle · fiancé · romantic conflict · friendship · rivalry · betrayal · trust issues · parent-child separation · leader-follower · community tension

Semantic match: ranked by characterization + relationships

Distance: 0.0894

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Everwild

Neal Shusterman · 2009 · The Skinjacker Trilogy

In a limbo for dead children, rival leaders, new powers, and family-seeking quests drive a dangerous afterlife war.

Why this is here

Characterization labels: teen protagonists · morally gray characters · fanatical leader · villain protagonist · antiheroic · complex villains · character development · scattered ensemble · codependency · ambitious antagonist · misguided protector · body-hopping ability · outsider · reluctant leader

Relationships labels: love triangle · romantic tension · found family · parental search · friendship · rivalry · power struggle · betrayal · codependent bond · army loyalty

Semantic match: ranked by characterization + relationships

Distance: 0.1060

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Level 2

Lenore Appelhans · 2013 · The Memory Chronicles

A newly dead teen navigates a memory-powered afterlife, a forbidden rebellion, and two complicated boys.

Why this is here

Characterization labels: teen protagonist · dead protagonist · annoying protagonist · relatable heroine · strong heroine · self-centered heroine · damaged heroine · morally gray characters · bad boy · perfect boy · charming rival · mysterious ex · good heart · guilt-ridden · immature

Relationships labels: love triangle · romantic rivalry · first love · ex-boyfriend · boyfriend · best friend fallout · friendship betrayal · family tension · trust issues · rebellion alliance · romance · unreliable ally

Semantic match: ranked by characterization + relationships

Distance: 0.1089

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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: 0.1096

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Harvest Day

Tamar Sloan, Heidi Catherine · 2023 · The Sovereign Code

In a bee-haunted future split by survival zones, two teens face an immunity test that could change everything.

Why this is here

Characterization labels: teen protagonists · strong heroine · naive hero · stubborn protagonist · feisty heroine · loyal character · rule follower · rebel · resourceful heroine · sheltered upbringing · questioning authority · shady character · villainous leader · morally gray characters

Relationships labels: enemies to lovers · forced proximity · love triangle · siblings · twin bond · romance subplot · friendship · family loyalty · mentor relationship · power imbalance · betrayal

Semantic match: ranked by characterization + relationships

Distance: 0.1118

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Unraveled

Gennifer Albin · 2014 · Crewel World

A rebellious young woman returns to a controlled world and must face power, war, and a choice with devastating stakes.

Why this is here

Characterization labels: strong heroine · passive protagonist · angry protagonist · rebellious heroine · scheming · brooding · underdeveloped character · villainous leader · powerful villain · morally gray · manipulative · helpless protagonist · chosen one · female lead · character regression · character development

Relationships labels: love triangle · brothers · romantic rivalry · family bond · parent-child · sibling relationship · rescue dynamic · power imbalance · romantic conflict · alliance

Semantic match: ranked by characterization + relationships

Distance: 0.1180

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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: 0.1186

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Glitch

Heather Anastasiu · 2012 · Glitch

In an emotionless underground society, a glitching teen hides forbidden powers while risking deactivation and rebellion.

Why this is here

Characterization labels: naive heroine · strong heroine · compassionate heroine · reluctant rebel · special powers · telekinetic protagonist · future vision · shapeshifter · obsessive love interest · protective love interest · male rival · teen protagonists · villainous authority

Relationships labels: love triangle · forbidden romance · romantic tension · protective bond · sibling bond · resistance allies · betrayal · trust issues · power imbalance · obsessive attachment

Semantic match: ranked by characterization + relationships

Distance: 0.1189

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Fortune Falls

Lou Vane · 2021

A teen leadership camp is stranded by a deadly outbreak, forcing a group of students to survive the mountains together.

Why this is here

Characterization labels: teen ensemble · female lead · strong heroine · coming of age · flawed protagonist · character growth · practical characters · mature teens · misfit teens · found family · well-developed characters · underdeveloped characters

Relationships labels: love triangle · found family · forced proximity · friend group · group bonds · romantic tension · friendship bonds · jealousy · loyalty · betrayal · community conflict

Semantic match: ranked by characterization + relationships

Distance: 0.1192

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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: 0.1196

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Talented

Sophie Davis · Talented Saga

A teen with rare psychic powers trains to kill her parents’ murderer while her loyalty is split by romance, secrets, and war.

Why this is here

Characterization labels: strong female lead · teen heroine · mentally powerful protagonist · vengeful protagonist · whiny protagonist · reluctant killer · train-to-kill · flawed heroine · brooding love interests · bad boy love interest · sarcastic teammate · gay side character · protective mentor · unreliable boyfriend

Relationships labels: love triangle · boyfriend conflict · best-friend romance · teammate chemistry · mentor-protege · found family · team bonding · betrayal · jealousy · sexual tension · forbidden attraction · friendship · romantic tension

Semantic match: ranked by characterization + relationships

Distance: 0.1209

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The Ask and the Answer

Patrick Ness · 2014 · Chaos Walking

Separated by war and power, Todd and Viola must survive a brutal new order while trying to find each other again.

Why this is here

Characterization labels: reluctant hero · strong heroine · antihero · villain · manipulator · tyrant · brainwashed pawn · moral ambiguity · character growth · coming of age · naive youth · stubborn protagonist · loyal protagonist · fearless heroine · cunning villain · abusive leader

Relationships labels: young love · bond under pressure · separated lovers · romantic tension · devoted friendship · trust and betrayal · love triangle · power imbalance · family conflict · parent-child conflict · enemy alliance

Semantic match: ranked by characterization + relationships

Distance: 0.1217

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