Cover of MILA 2.0 by Debra Driza

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MILA 2.0

Debra Driza

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Similar in characterization + relationships

These books are ranked using the characterization + relationships labels extracted for MILA 2.0. Books rank higher when they are close on every selected axis.

Characterization labels used: teen heroine, android protagonist, female action lead, sympathetic lead, strong heroine, vulnerable heroine, rebellious teen, brooding love interest, protective mother, mean girl, science-minded mother, mysterious ally, foil character, secretive parent

Relationships labels used: mother-daughter bond, insta-love, love triangle, friend betrayal, romantic rivalry, protective parent, forced trust, dependency, loyalty

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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Cover of Touch by Jus Accardo

Touch

Jus Accardo · 2011 · Denazen

A rebellious teen shelters a mysterious boy with a lethal touch, exposing a secret world of powered captives.

Why this is here

Characterization labels: rebellious heroine · adrenaline junkie · sarcastic heroine · kick-ass heroine · strong female lead · innocent hero · naive hero · protective hero · emotionally distant father · villainous father · escapee · special powers teens · supporting allies

Relationships labels: father-daughter conflict · romantic triangle · insta-love · protective bond · rescue partnership · friendship alliance · family betrayal

Semantic match: ranked by characterization + relationships

Distance: 0.1230

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Cover of 15 Minutes by Jill Cooper

15 Minutes

Jill Cooper · 2013 · The Rewind Agency/Conspiracy

A teen time-traveler breaks the rules to save her mother, then wakes in a radically altered life full of secrets.

Why this is here

Characterization labels: teen heroine · determined protagonist · self-sacrifice · impulsive protagonist · morally conflicted heroine · strong female lead · emotionally confused protagonist

Relationships labels: mother-daughter bond · father-daughter bond · love triangle · boyfriend conflict · family fracture · stepfamily · sibling relationship · romantic rivalry · trust issues

Semantic match: ranked by characterization + relationships

Distance: 0.1262

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Cover of Vitro by Jessica Khoury

Vitro

Jessica Khoury · 2015 · Corpus

A teen heads to a secret Pacific island to find her mother and discovers lab-grown humans, lies, and danger.

Why this is here

Characterization labels: teen heroine · estranged daughter · childhood friend · pilot · scientist parent · scientist daughter · brave heroine · stubborn heroine · resourceful heroine · selfless heroine · bland characters · flat characters · one-dimensional characters · psychopath villain · psychopathic character · Vitro twin · imprinted servant · insane experiment · love interest · average girl

Relationships labels: mother-daughter · father-daughter · childhood friends · romantic tension · insta-love · love triangle · love square · sibling bond · twin relationship · betrayal · dependency · protective relationship · parental estrangement · trust and betrayal

Semantic match: ranked by characterization + relationships

Distance: 0.1280

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Cover of Code by Kathy Reichs

Code

Kathy Reichs, Brendan Reichs · 2013 · Virals

A teen pack’s geocache hunt turns into a deadly code game with bombs, secrets, and a race to stop a killer.

Why this is here

Characterization labels: teen heroine · alpha leader · smart teens · geeky friends · oblivious heroine · brooding love interest · protective pack · mature-for-age teen · homicidal villain · clueless parent · female rival

Relationships labels: friend group · pack bond · father-daughter · father's girlfriend · love triangle · crush · secret alliance · parental tension · romantic tension · friend betrayal

Semantic match: ranked by characterization + relationships

Distance: 0.1300

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Cover of The Countdown by Kimberly Derting

The Countdown

Kimberly Derting · 2016 · The Taking

Abducted teen Kyra confronts alien origins, a strange countdown, and a world-ending threat in a final race for answers.

Why this is here

Characterization labels: strong heroine · feisty heroine · teen girl · alien hybrid · superpowered protagonist · love interest · brooding love interest · snarky rival · supporting cast · immature protagonist · badass heroine · kidnapped protagonist

Relationships labels: love triangle · romantic rivalry · boyfriend girlfriend · father daughter · friend group · found family · betrayal · protective relationship · romantic tension

Semantic match: ranked by characterization + relationships

Distance: 0.1305

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Cover of The Catalyst by Helena Coggan

The Catalyst

Helena Coggan · 2015 · The War of Angels

A secretive teen enforcer in a magically divided London must choose between her hidden truth, her father, and a looming war.

Why this is here

Characterization labels: teen protagonist · strong female lead · morally grey · fiery heroine · secretive protagonist · determined · impulsive · intuitive · confident · arrogant · trained fighter · badass heroine · adopted daughter · mysterious father · protective father · Mary Sue (mixed) · flawed heroine · emotional restraint · young adult protagonist

Relationships labels: father-daughter · family secret · protective bond · betrayal · loyalty conflict · best friends · romantic tension · unrequited feelings

Semantic match: ranked by characterization + relationships

Distance: 0.1309

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Cover of Family by Robert J. Crane

Family

Robert J. Crane · 2012 · The Girl in the Box

A sheltered young meta-human faces war, betrayal, and a painful reckoning with her family and powers.

Why this is here

Characterization labels: teen heroine · sassy protagonist · resilient heroine · abused child · sheltered upbringing · powerful but uncontrolled · emotionally guarded · snarky protagonist · moral uncertainty · betrayed protagonist

Relationships labels: mother-daughter conflict · family betrayal · found family · friendship bonds · romantic breakup · mentor suspicion · team loyalty · trust issues

Semantic match: ranked by characterization + relationships

Distance: 0.1330

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Cover of Sparks of Light by Janet B. Taylor

Sparks of Light

Janet B. Taylor · 2017 · Into the Dim

A teen time traveler returns to Gilded Age New York to stop a dangerous device from rewriting the future.

Why this is here

Characterization labels: teen protagonist · female protagonist · chosen family · strong female characters · resilient heroine · introverted heroine · courageous heroine · eidetic memory · photographic memory · stubborn heroine · jealousy · immature emotions · secondary characters · villainess · double agent · mentor scientist

Relationships labels: romance · boyfriend · childhood friends · found family · family loyalty · sibling bond · mother daughter · parent child · rivalry · betrayal · secret alliance · friendship · forced separation · unresolved attraction

Semantic match: ranked by characterization + relationships

Distance: 0.1330

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Cover of Article 5 by Kristen Simmons

Article 5

Kristen Simmons · 2012 · Article 5

In a post-war America ruled by Moral Statutes, a teen girl flees to save her mother—with her first love now on the other side.

Why this is here

Characterization labels: teen heroine · rebellious mother · brooding soldier · tortured love interest · impulsive protagonist · naive protagonist · strong heroine · survivor · protective hero · moralistic authority figures

Relationships labels: mother-daughter relationship · childhood sweethearts · forbidden romance · exes to lovers · trust issues · love-hate relationship · protective relationship · romantic tension

Semantic match: ranked by characterization + relationships

Distance: 0.1333

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Cover of Forgotten by Cat Patrick

Forgotten

Cat Patrick · 2011 · Forgotten

A teen who forgets each day but sees the future must navigate love, secrets, and a dark mystery.

Why this is here

Characterization labels: teen heroine · psychic protagonist · amnesiac protagonist · strong heroine · likable heroine · judgey heroine · best friend · sweet love interest · perfect boy · secretive mother · absent father · mean girl · protective boyfriend

Relationships labels: young love · instalove · first love · best friends · friendship conflict · mother daughter · father daughter · romantic subplot · secret keeping · miscommunication · loyalty

Semantic match: ranked by characterization + relationships

Distance: 0.1342

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Cover of The Memory Thief by Lauren Mansy

The Memory Thief

Lauren Mansy · 2019

In a memory-trading dystopia, a guilt-ridden teen joins rebels to save her mother and steal a prison map.

Why this is here

Characterization labels: teen heroine · gifted protagonist · guilty protagonist · broken heroine · morally gray lead · strong female lead · naive protagonist · trusting heroine · protective daughter · brooding love interest · loyal ally · ruler antagonist · power-hungry villain · desperate mother · young rebel · parentally motivated

Relationships labels: friends to lovers · enemies to lovers · insta-love · insta-trust · banter · rebel camaraderie · mother-daughter bond · family loyalty · betrayal · forgiveness · ride or die · romantic tension · loyalty tests

Semantic match: ranked by characterization + relationships

Distance: 0.1344

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Cover of The Silver Metal Lover by Tanith Lee

The Silver Metal Lover

Tanith Lee · 1999 · Silver Metal Lover

A sheltered teen in a post-disaster future falls for a lifelike robot musician and flees her privileged life.

Why this is here

Characterization labels: sheltered heroine · spoiled rich girl · passive protagonist · weepy teenager · naive protagonist · controlling mother · self-absorbed friends · charismatic robot · artistic robot · character growth · idealized lover · morally flawed humans · supportive side characters · dramatic heroine · misfit protagonist

Relationships labels: mother-daughter conflict · romantic obsession · runaway couple · dependency · power imbalance · friend betrayal · chosen bond

Semantic match: ranked by characterization + relationships

Distance: 0.1352

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Cover of Struck by Jennifer Bosworth

Struck

Jennifer Bosworth · 2012 · Struck

A lightning-addicted teen in quake-ravaged Los Angeles is pulled between warring cults, family, and a dangerous romance.

Why this is here

Characterization labels: teen heroine · fierce protector · snarky protagonist · loner · outcast · traumatized mother · younger brother · mysterious love interest · secretive character · cult leader · televangelist · fanatical followers · opposing faction leader

Relationships labels: mother-daughter · sibling relationship · romance · insta-love · insta-lust · trust issues · family loyalty · dependency · protective bond · rival factions · manipulation · brainwashing · romantic tension

Semantic match: ranked by characterization + relationships

Distance: 0.1355

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Cover of The Stolen by Celia Thomson

The Stolen

Celia Thomson · 2004 · The Nine Lives of Chloe King

A teenage girl with catlike powers is pulled into a hidden war, dangerous alliances, and a tangled love triangle.

Why this is here

Characterization labels: teen heroine · rebellious teen · sassy protagonist · badass heroine · matured protagonist · selfish protagonist · annoying characters · flat characters · protective heroine · loyal heroine · male love interests · villain with depth · leader role · side character focus

Relationships labels: love triangle · multiple love interests · romantic rivalry · family conflict · mother daughter · friendship · protective friendship · faction loyalty · found family · betrayal · trust issues · forbidden romance

Semantic match: ranked by characterization + relationships

Distance: 0.1361

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Cover of Dark Days by Kate Ormand

Dark Days

Kate Ormand · 2018

In a sealed sector facing cyborg annihilation, a teen races against a 15-day countdown to survive and resist.

Why this is here

Characterization labels: teen heroine · feisty heroine · strong female lead · impulsive protagonist · resigned protagonist · brave heroine · mysterious boy · depressed mother · frightened best friend · protective father · stubborn protagonist

Relationships labels: insta-love · love interest · father-daughter relationship · mother-daughter relationship · best friend · romantic chemistry · rebel alliance · protective bond

Semantic match: ranked by characterization + relationships

Distance: 0.1366

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Cover of Dangerous by Shannon Hale

Dangerous

Shannon Hale · 2014

A homeschooled teen with one hand wins astronaut camp and gets swept into aliens, powers, romance, and a world-saving crisis.

Why this is here

Characterization labels: smart heroine · witty heroine · sheltered heroine · homeschooled teen · disabled protagonist · strong female lead · supportive parents · best friend with crush · rich bad boy · eccentric scientist · moral ambiguity · team ensemble

Relationships labels: love triangle · insta-attraction · parent-child bond · supportive family · mixed signals · betrayal · team rivalry · romantic tension

Semantic match: ranked by characterization + relationships

Distance: 0.1370

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Cover of A Wilderness of Stars by Shea Ernshaw

A Wilderness of Stars

Shea Ernshaw · 2022

A sheltered teen astronomer leaves her valley to follow a star omen and find the cure before a deadly sickness claims everyone.

Why this is here

Characterization labels: strong female protagonist · teen girl · secret keeper · sheltered heroine · reluctant leader · mysterious boy · protective ally · feisty girl

Relationships labels: mother-daughter · romance · instalove · fated romance · found family · protection · loyalty · friendship · protective bond

Semantic match: ranked by characterization + relationships

Distance: 0.1385

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Cover of Shattered by Teri Terry

Shattered

Teri Terry · 2014 · Slated

A memory-wiped teen flees a brutal regime, unearths her past, and faces truths that could reshape her future.

Why this is here

Characterization labels: strong heroine · proactive heroine · courageous heroine · determined heroine · identity-fractured protagonist · resourceful protagonist · late-arriving love interest · controlling authority figures

Relationships labels: mother-daughter · romantic triangle · love interest · betrayal · family secrets · found family · romantic rivalry · parent-child estrangement

Semantic match: ranked by characterization + relationships

Distance: 0.1391

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Cover of Alone by Robert J. Crane

Alone

Robert J. Crane · 2012 · The Girl in the Box

An isolated teen escapes captivity and enters a hidden world of meta-humans while pursued by powerful forces.

Why this is here

Characterization labels: female heroine · snarky heroine · strong heroine · angsty protagonist · defiant protagonist · traumatized protagonist · violent antagonist · psychopathic villain · secretive authority figures

Relationships labels: mother-daughter abuse · pursuer prey · romantic tension · possible love triangle · power imbalance · community rejection · protective allies · betrayal

Semantic match: ranked by characterization + relationships

Distance: 0.1394

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Cover of Into the Dim by Janet B. Taylor

Into the Dim

Janet B. Taylor · 2016 · Into the Dim

A sheltered teen follows family secrets and time travel to 12th-century England to save her missing mother.

Why this is here

Characterization labels: homeschooled heroine · awkward teen · phobic protagonist · eidetic memory · photographic memory · strong heroine · special chosen one · naive heroine · mysterious boy · villainous leader · supportive friend · strong women · adopted heroine

Relationships labels: mother-daughter · family loyalty · found family · romantic tension · forbidden love · possible love triangle · friendship bond · rival factions

Semantic match: ranked by characterization + relationships

Distance: 0.1400

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Cover of Exo by Steven Gould

Exo

Steven Gould · 2014 · Jumper

A teen teleporter turns her impossible ability into a bid for space, drawing family, science, and danger into orbit.

Why this is here

Characterization labels: teen heroine · stubborn protagonist · competent protagonist · science-minded protagonist · plucky heroine · family unit · resourceful characters · Mary Sue (contested) · strong female lead · authority-challenging

Relationships labels: parent-child bond · family loyalty · boyfriend conflict · romantic strain · friendship network · work partnership · mentor-mentee · rivalry · protective family

Semantic match: ranked by characterization + relationships

Distance: 0.1404

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Cover of XVI by Julia Karr

XVI

Julia Karr · 2011 · XVI

A teen girl dreads the day her society brands sixteen-year-olds as sexually available, then uncovers family secrets and a dangerous conspiracy.

Why this is here

Characterization labels: teen heroine · reluctant protagonist · strong-willed heroine · protective older sister · best friend contrast · mysterious love interest · abusive stepfather · supportive grandparents · resistance member · rebel girl

Relationships labels: best friends · sister bond · mother-daughter · romance · love triangle · family secrets · abusive relationship · parent-child conflict · community support · power imbalance

Semantic match: ranked by characterization + relationships

Distance: 0.1404

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Cover of This Mortal Coil by Emily Suvada

This Mortal Coil

Emily Suvada · 2017 · This Mortal Coil

A teen hacker must decode her father’s hidden cure in a post-plague world ruled by gene tech and dangerous secrets.

Why this is here

Characterization labels: teen heroine · hacker protagonist · genius coder · geneticist father · protective soldier · enhanced human · resourceful survivor · brave heroine · vulnerable heroine · badass female lead · morally gray characters · specialized soldiers · villainous corporation · martyr complex

Relationships labels: father-daughter · love triangle · romantic chemistry · forced proximity · protective bond · trust issues · forbidden romance · childhood friend · betrayal · dependency

Semantic match: ranked by characterization + relationships

Distance: 0.1417

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Cover of After the Flood by Kassandra Montag

After the Flood

Kassandra Montag · 2019

In a flooded future, a mother risks everything on a sea voyage to rescue the daughter taken from her years ago.

Why this is here

Characterization labels: strong female protagonist · mother protagonist · protective parent · stubborn heroine · morally ambiguous lead · resourceful child · precocious child · survivor · fierce mother · unlikable protagonist

Relationships labels: mother daughter · family separation · siblings · parent child · betrayed spouse · ex husband · found family · crew bonds · romantic tension · loyalty and betrayal · trust issues

Semantic match: ranked by characterization + relationships

Distance: 0.1423

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