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The Age of Miracles

Karen Thompson Walker

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Similar in characterization + relationships

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

Characterization labels used: preteen protagonist, lonely girl, misfit, thoughtful heroine, ordinary girl, shy, relatable protagonist, family-centered, parents in strain, best friend dynamics

Relationships labels used: parent-child conflict, parental marriage strain, first love, friendship fracture, best friend loss, peer ostracism, community split, us-vs-them, romantic tension

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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Things Not Seen

Andrew Clements · 2004 · Things

A 15-year-old boy wakes up invisible and teams with a blind girl while his family races to explain and reverse it.

Why this is here

Characterization labels: teen protagonist · relatable teen · sarcastic teen · angsty teen · physicist parent · blind girl · independent girl · supportive parents · smart parent · quick-thinking protagonist · emotionally controlled narrator · mature growth arc

Relationships labels: friendship · crush · romantic tension · parent-child · peer connection · interdependence · trust · family strain · allyship · caregiver concern

Semantic match: ranked by characterization + relationships

Distance: 0.1354

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Stranger Things: Runaway Max

Brenna Yovanoff · 2019 · Stranger Things

Max Mayfield revisits her pre-Hawkins past and season 2 events through her own eyes, deepening the family trauma.

Why this is here

Characterization labels: strong-willed heroine · spunky heroine · teen girl · brooding teen · abusive brother · abusive stepfather · difficult mother · absent father · complicated sibling · character study · emotional depth · relatable struggles · rebel teen · protective friend · bullied protagonist

Relationships labels: sibling abuse · sibling rivalry · family trauma · found family · friendship bond · romantic tension · first crush · mother daughter · father daughter · stepfamily conflict · protective friendship · peer group

Semantic match: ranked by characterization + relationships

Distance: 0.1365

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The Other Valley

Scott Alexander Howard · 2024

A quiet teen in a guarded valley learns a forbidden visit signals a friend’s death and must choose between duty and love.

Why this is here

Characterization labels: awkward teen · quiet protagonist · female protagonist · lonely protagonist · obedient daughter · logical thinker · rule follower · competent student · unlikely dissenter · adult protagonist · melancholic narrator · brilliant boy · kind love interest · strict mother · moral agent

Relationships labels: first love · friendship · mother-daughter conflict · parental grief · romantic tension · chosen closeness · mentorship · community obligation · loyalty conflict · secrecy · betrayal risk · power imbalance

Semantic match: ranked by characterization + relationships

Distance: 0.1376

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Ms. Marvel, Vol. 1

G. Willow Wilson · 2015 · Ms. Marvel by G. Willow Wilson

A Pakistani-American teen in Jersey City discovers powers, secret roots, and what it means to be a hero.

Why this is here

Characterization labels: teenage heroine · relatable protagonist · geeky protagonist · sarcastic protagonist · strong-willed · awkward · naive · brave · compassionate · fanfiction writer · outsider · leader · family-oriented · moral compass · quirky · self-discovery arc · good girl

Relationships labels: family conflict · parent-child tension · friendship · team-up · mentor figure · romantic tension · community bonds · peer pressure · sibling dynamic · supportive family (mixed)

Semantic match: ranked by characterization + relationships

Distance: 0.1410

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Everyone We've Been

Sarah Everett · 2016

After an accident, a teen violinist loses memories and sees an invisible boy, leading her into a buried secret about her past.

Why this is here

Characterization labels: teen girl · violist · introspective protagonist · emotionally isolated · depressed protagonist · protective parent · best friend · ex-boyfriend · supportive friend

Relationships labels: first love · ex-boyfriend · best friend · family estrangement · parent-child relationship · divorce · friendship · sibling relationship · support system

Semantic match: ranked by characterization + relationships

Distance: 0.1426

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Realm of the Blue Mist

Amy Kim · 2021 · The Rema Chronicles

A grieving girl follows a mysterious boy through a portal into a magical other world, uncovering secrets about her father.

Why this is here

Characterization labels: quiet protagonist · lonely teen · grieving daughter · curious heroine · determined heroine · brave heroine · mysterious love interest · double identity · outcast · plucky heroine · handsome boy

Relationships labels: parent-child grief · mother-daughter tension · light romance · insta-love · love interest · friendship · protective guide · secret identity · romantic tension · found connection

Semantic match: ranked by characterization + relationships

Distance: 0.1458

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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: 0.1460

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Shiny Happy People

Clay McLeod Chapman · 2025

A traumatized teen investigates a viral party drug that makes her town eerily perfect—and dangerously not themselves.

Why this is here

Characterization labels: teen girl protagonist · adopted protagonist · anxious protagonist · straight-edge protagonist · outsider protagonist · new kid ally · mysterious outsider · perfectionist · smart protagonist · controlling protagonist · traumatized protagonist · loner

Relationships labels: adoptive family · best friends · brother-sister relationship · romantic tension · friendship under pressure · peer pressure · trust issues · community conformity · family trauma · protective alliance

Semantic match: ranked by characterization + relationships

Distance: 0.1470

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A Children's Bible

Lydia Millet · 2021

A group of neglected children on a summer vacation must survive when a storm turns their parents’ collapse into apocalypse.

Why this is here

Characterization labels: teen protagonists · precocious children · eerily mature children · disillusioned youth · wise child · hedonistic adults · absentee parents · neglectful parents · upper-middle-class parents · collective child group · protective sibling · moral contrast · self-sufficient children · cynical narrator

Relationships labels: parent-child conflict · sibling bond · generational conflict · peer solidarity · family estrangement · adult-child power gap · group dynamics · found community · rivalry with parents · protective caregiving

Semantic match: ranked by characterization + relationships

Distance: 0.1481

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Sovereign

Jeff Hirsch · 2019

Stranded alone on an alien planet, a teen must survive the wild and uncover a strange presence linked to home.

Why this is here

Characterization labels: teen protagonist · middle school protagonist · lonely child · whiny protagonist · angsty teen · resourceful survivor · immature protagonist · determined survivor · coming-of-age

Relationships labels: parent child conflict · family separation · parental ambition · homesickness · friendship from afar · lonely companionship · estranged parents · protective alien

Semantic match: ranked by characterization + relationships

Distance: 0.1484

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Among the Hidden

Margaret Peterson Haddix · 2006 · Shadow Children

A hidden third child in a two-child society risks discovery when he meets another child living in secret next door.

Why this is here

Characterization labels: hidden protagonist · timid protagonist · brave girl · idealistic character · risk-averse protagonist · oppressive parents · unsympathetic parents · protector role · rebellious youth · solitary child

Relationships labels: secret friendship · family tension · parent-child conflict · peer alliance · protest network · dependence on family · loyalty to family · power imbalance

Semantic match: ranked by characterization + relationships

Distance: 0.1491

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A Breath of Eyre

Eve Marie Mont · 2012 · Unbound

A lonely scholarship teen is pulled into Jane Eyre and must choose between a classic romance and her own life.

Why this is here

Characterization labels: bookish heroine · outsider · scholarship student · lonely teen · shy protagonist · insecure heroine · sarcastic heroine · coming of age · brooding hero · popular girl · mean girl · misunderstood boy · teacher crush · stepparent conflict · grieving daughter · female agency · wounded hero · matured heroine

Relationships labels: friendship · love triangle · forbidden crush · teacher-student attraction · father-daughter conflict · stepmother conflict · romantic tension · rivalry · female friendship · class divide · family tension · romantic choice · longtime friends · mentor-figure tension

Semantic match: ranked by characterization + relationships

Distance: 0.1504

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