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Emperor Pickletine Rides the Bus

Tom Angleberger

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Similar in characterization + relationships

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

Characterization labels used: seventh graders, middle schoolers, eccentric kids, friend group, student ensemble, bullies, crushes, romantic tension, socially awkward kids, kindness, cooperative problem solving, character growth, adult antagonists

Relationships labels used: friend group, school friendships, crushes, jealousy, rivalry, bus buddies, romantic pairing, group loyalty, peer conflict, adult-student conflict, supportive community

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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Crater Lake: Don't Ever Fall Asleep

Jennifer Killick · 2020 · Crater Lake

A Year 6 school trip to a remote activity centre becomes a fight to stay awake, survive, and save classmates from aliens.

Why this is here

Characterization labels: reluctant hero · troublemaker label · loyal friend · bullied protagonist · friend group · quirky kids · strong ensemble · secretive children · resourceful children · growth arc · self-acceptance arc · vulnerable hero · confidence arc · arch-nemesis teacher

Relationships labels: friendship group · teamwork · loyalty · bullying · class solidarity · found family · peer trust · friendship under pressure · teacher conflict · secret sharing · supportive friendship

Semantic match: ranked by characterization + relationships

Distance: 0.1342

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Battle Royale

Koushun Takami · 2003

A class of junior high students is stranded on an island and forced into a state-run fight to the death.

Why this is here

Characterization labels: teen ensemble · classmates · adolescent psychology · morally grey · psychopath · survivalist · naive protagonist · strong side characters · backstory-rich

Relationships labels: friendship · crushes · romance · betrayal · classmate conflict · school ties · trust and distrust · rivalry · alliance · loyalty · teacher-student power

Semantic match: ranked by characterization + relationships

Distance: 0.1467

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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: 0.1504

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Sleepless

Lou Morgan · 2014 · Red Eye

Desperate exam-takers try a study drug, then sleep loss, hallucinations, and danger turn revision into survival.

Why this is here

Characterization labels: privileged teens · high-achieving students · wealthy students · desperate students · unlikeable characters · flat characters · underdeveloped characters · rivalrous friend group · queen bee · know-it-all · unreliable protagonist · control-freak character · unstable protagonist · moral consequence

Relationships labels: friend group · best friends · possible romance · toxic friendship · jealousy · group friction · betrayal · camaraderie · peer pressure · parental absence · authority avoidance

Semantic match: ranked by characterization + relationships

Distance: 0.1542

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Redemption Prep

Samuel Miller · 2020

At an elite remote prep school, a missing girl sparks a web of secrets, suspects, and a mystery that turns strange.

Why this is here

Characterization labels: gifted students · prodigy students · high achievers · creepy stalker · obsessive boy · addicted boyfriend · genius best friend · science-minded student · popular girl · underdeveloped characters · unlikable characters · two-dimensional characters · flat characters · socially awkward character · analytical mind

Relationships labels: best friends · boyfriend-girlfriend · roommates · stalker-target · class alliances · peer suspicion · betrayal · codependency · friendship under pressure · teacher-student power · group partnership

Semantic match: ranked by characterization + relationships

Distance: 0.1549

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Crave

Maria Llovet · 2024

An elite-campus app promises to grant desires, but its seductive help spirals into chaos, lust, and danger.

Why this is here

Characterization labels: top student · scholarship student · flawed characters · messy characters · one-dimensional characters · one-note characters · privileged students · horny students · college students · friends group · love triangle · crush-driven · immature · reckless · morally compromised

Relationships labels: hookup · seduction · love triangle · romantic rivalry · friend group · friendship · breakup · jealousy · student-teacher relationship · queer relationship · bullying · outsider status · dependency · sexual tension

Semantic match: ranked by characterization + relationships

Distance: 0.1591

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Space Boy Volume 5

Stephen McCranie · 2019 · Space Boy

A future-school teen chases clues about an elusive classmate while friendships fray and a larger mystery deepens.

Why this is here

Characterization labels: teen girl · teen boy · good friend · elusive classmate · character growth · emotionally truthful characters · pure-hearted boy · controlling behavior · self-reflection · socially awkward

Relationships labels: friendship strain · breakup · love triangle · unrequited feelings · teen romance · friend group conflict · supportive friendship · relationship drift · emotional dependency · romantic tension

Semantic match: ranked by characterization + relationships

Distance: 0.1600

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Tunnel in the Sky

Robert A. Heinlein · 2005

A survival exam on a remote planet goes wrong, stranding students who must build order, shelter, and leadership from scratch.

Why this is here

Characterization labels: teen protagonist · young adults · school students · competent women · strong female characters · flawed hero · young leader · teacher mentor · political rival · coming-of-age protagonist · capable survivors · pragmatic leader

Relationships labels: peer group · teacher-student · sibling support · rivalry · romantic pairing · coalition building · group consensus · community bonds · power struggles · marriage

Semantic match: ranked by characterization + relationships

Distance: 0.1610

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Dragon Head, Volume 1

Minetarō Mochizuki · 2006 · ドラゴンヘッド [Dragon Head]

A school train trip turns into a nightmare when a tunnel collapse traps three teens underground with no clear way out.

Why this is here

Characterization labels: teen protagonists · school students · fragile sanity · protective lead · unhinged survivor · helpless victim · reactive character · survival instincts · psychological deterioration · flat characters

Relationships labels: classmates · peer conflict · group survival · protective bond · dependency · gendered power dynamics · friendship under stress · betrayal risk · rivalry

Semantic match: ranked by characterization + relationships

Distance: 0.1617

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Modelland

Tyra Banks · 2011

An awkward teen is swept into a bizarre fashion-school fantasy where beauty, power, and survival are all on trial.

Why this is here

Characterization labels: ugly duckling heroine · misfit girls · mean parents · cruel teachers · one-dimensional characters · supportive friend group · bullying victim · insecure teen · awkward protagonist · over-the-top villains

Relationships labels: friend group · parental abuse · romantic interest · rivalry · crush · female competition · school hierarchy

Semantic match: ranked by characterization + relationships

Distance: 0.1618

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ダンダダン 9 [Dan Da Dan 9]

Yukinobu Tatsu, 龍幸伸 · 2023 · ダンダダン [Dan Da Dan]

A chaotic teen crew turns a repaired house into a giant robot to battle a kaiju, then meets a mysterious alien girl.

Why this is here

Characterization labels: chaotic teens · idiotic teenagers · awkward boys · jealous heroine · cute alien girl · annoying comic relief · useful underdog · protective grandma · creepy perv · new ally · slow-burn couple · team ensemble

Relationships labels: love triangle · romantic rivalry · jealousy · team bonding · new friendship · group dynamics · found family · rival suitors · school camaraderie · protective mentorship

Semantic match: ranked by characterization + relationships

Distance: 0.1626

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One Word Kill

Mark Lawrence · 2019 · Impossible Times

A teen math prodigy with leukemia and a D&D friend group gets pulled into a time-travel mystery that could save a girl.

Why this is here

Characterization labels: boy genius · math prodigy · social outcast · geeky teens · misfit friends · bullied teen · terminally ill protagonist · supportive friends · psychopathic antagonist · new girl · goth girl · rich kid · awkward teen · lovable characters

Relationships labels: friendship · found family · first love · crush · love interest · friend group · group solidarity · mentor-like visitor · peer support · romantic tension · protective friendship

Semantic match: ranked by characterization + relationships

Distance: 0.1630

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