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Paper Girls: The Complete Story

Brian K. Vaughan

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Similar in characterization + relationships

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

Characterization labels used: twelve-year-olds, preteen protagonists, female ensemble, strong female characters, spunky, dynamic, outsiders, adolescents, adult selves, queer characters

Relationships labels used: friendship, female friendship, burgeoning friendships, teamwork, sapphic romance, queer romance, mentor-like older women, rivalry, trust issues, generational conflict

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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Paper Girls, Book One

Brian K. Vaughan · 2017 · Paper Girls

Four 12-year-old paper girls in 1988 are swept into a strange time-travel mystery that keeps widening out of control.

Why this is here

Characterization labels: twelve-year-old girls · pre-teen protagonists · badass girls · girl gang · friend group · flawed but fun · realistic 12-year-olds · kick-ass heroines · budding characterization · role model girls

Relationships labels: female friendship · sisterhood · friend group · buddy dynamic · budding relationships · community · intergenerational conflict · chosen group

Semantic match: ranked by characterization + relationships

Distance: 0.1286

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A Year Without Autumn

Liz Kessler · 2011

A girl’s ordinary summer visit becomes a race through time when she lands one year ahead and finds her best friend’s life changed.

Why this is here

Characterization labels: twelve-year-old protagonist · outgoing best friend · quiet protagonist · ordinary girls · maturing protagonist · smart protagonist

Relationships labels: female friendship · best friends · family bonds · parent-child tensions · sibling relationship · friendship strain · community ties

Semantic match: ranked by characterization + relationships

Distance: 0.1359

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Paper Girls, Book Two

Brian K. Vaughan · 2019 · Paper Girls

Four newspaper-delivery girls are swept through time, where strange factions, future selves, and Y2K chaos collide.

Why this is here

Characterization labels: tween protagonists · teen girls · friendship ensemble · badass girls · coming of age · character-driven · emotionally grounded · future selves

Relationships labels: female friendship · found family · rival factions · mentor-like exposition · self-encounter · peer group · team dynamic

Semantic match: ranked by characterization + relationships

Distance: 0.1394

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When You Reach Me

Rebecca Stead · 2009

A sixth grader in 1970s New York receives impossible notes that pull her into a mystery about friendship, time, and survival.

Why this is here

Characterization labels: twelve-year-old girl · observant child · thoughtful protagonist · smart protagonist · believable kids · realistic children · complex characters · nuanced character arcs · petty friendships · single mother household · supportive adults · childhood innocence · maturing protagonist

Relationships labels: friendship · female friendship · best friends · friendship rupture · mother-daughter · single parent family · mother's boyfriend · classroom relationships · community ties · romance crushes · peer conflict

Semantic match: ranked by characterization + relationships

Distance: 0.1446

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Batgirl, Volume 1: Batgirl of Burnside

Cameron Stewart · 2015 · Batgirl (2011)

Batgirl starts over in Burnside, balancing college, friends, and a modern, social-media-fueled crime wave.

Why this is here

Characterization labels: young adult heroine · college student · grad student · smart heroine · relatable heroine · immature heroine (mixed) · fallible protagonist · tech-savvy protagonist

Relationships labels: female friendship · mentor friendship · roommates · boyfriend issues · romantic tension · friend feud · women supporting women · hero-mentor dynamic

Semantic match: ranked by characterization + relationships

Distance: 0.1558

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The Girl and the Moon

Mark Lawrence · 2022 · Book of the Ice

An outcast from the ice reaches the Corridor and must survive trials, enemies, and a world-saving secret.

Why this is here

Characterization labels: young outcast · heroine · complicated heroine · strong women · nuns · novices · friends group · enemies ahead · resilient protagonist

Relationships labels: friendship · female friendship · companionship · camaraderie · rivalry · enemy pursuit · authority conflict · convent hierarchy · group loyalty

Semantic match: ranked by characterization + relationships

Distance: 0.1592

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Flow

Clare Littlemore · 2017 · Flow

A flood-ravaged teen is reassigned inside a rigid survival society and uncovers dangerous secrets about how it really works.

Why this is here

Characterization labels: teen heroine · strong-willed heroine · curious protagonist · compassionate protagonist · naive protagonist · loyal friend · protective friend group · patrol officer · supervisor class · rebellious youth · young adult protagonist

Relationships labels: friendship · female friendship · slow-burn romance · background romance · romantic subplot · friend group · separation from friends · authority conflict · community dependence · limited contact

Semantic match: ranked by characterization + relationships

Distance: 0.1619

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Bluescreen

Dan Wells · 2016 · Mirador

In 2050 Los Angeles, a teen gamer-hacker uncovers a virtual drug conspiracy that can hijack implanted brains.

Why this is here

Characterization labels: teen protagonist · female protagonist · gamer · hacker · smart heroine · resourceful · streetwise · brave · loyal · self-doubting · diverse cast · supportive friends · rich-poor contrast · family-oriented · mechanical arm · multilingual characters

Relationships labels: friend group · female friendship · team loyalty · family dynamics · siblings · romance subplot · trust issues · community ties · rival family

Semantic match: ranked by characterization + relationships

Distance: 0.1662

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The Gauntlet

Karuna Riazi · 2017 · The Gauntlet

A Bangladeshi-American girl and her friends must survive a living board game to rescue her brother and escape forever.

Why this is here

Characterization labels: twelve-year-old protagonist · smart protagonist · brave protagonist · resourceful protagonist · headstrong protagonist · compassionate protagonist · strong female lead · younger brother · best-friends trio

Relationships labels: sibling bond · older sister younger brother · friendship trio · family dynamics · teamwork · camaraderie · community · strained friendships · interdependence

Semantic match: ranked by characterization + relationships

Distance: 0.1694

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Seasons of Glass and Iron: Stories

Amal El-Mohtar · 2026

A lyrical short story and poetry collection centered on women, queer love, myth, and strange fairy-tale transformations.

Why this is here

Characterization labels: women · queer women · sapphic characters · witches · princesses · immigrants · outsiders · girls · female friendship · women in love · women in conflict · resilient heroines · alienated characters · characters with agency

Relationships labels: female friendship · sapphic romance · women loving women · letters between women · women reading women · community support · family tension · coworker connections · romantic longing · solidarity · patriarchal oppression · mentor-like storytelling

Semantic match: ranked by characterization + relationships

Distance: 0.1725

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Runaways, Vol. 10: Rock Zombies

Terry Moore · 2009 · Runaways (2003-2009) (Collected Editions)

A teen superhero team fights a spell-driven zombie outbreak in Los Angeles, then faces a fun X-Men crossover.

Why this is here

Characterization labels: teen ensemble · strong female characters · group dynamic · found family · character regression · coming of age · interpersonal banter · playful younger character · cynical character · book smart / street smart · team as family

Relationships labels: found family · team friendship · romantic breakup · crossover interaction · mentor dynamic · rival team

Semantic match: ranked by characterization + relationships

Distance: 0.1747

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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: 0.1748

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