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The Rules

Stacey Kade

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Similar in characterization + relationships

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

Characterization labels used: hybrid heroine, quiet outsider, mean girl, popular boy, protective friend, social outcast, jock, damaged past, snarky heroine, morally restrained, traumatized protagonist, observant love interest, reluctant rebel, multi-dimensional characters

Relationships labels used: fake dating, slow-burn romance, forbidden love, best friend rivalry, bullying, father-daughter bond, adoptive father, romantic chemistry, friendship strain, power imbalance, protective partnership

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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Black River: Deluxe Edition

Ruby Jean Cottle · 2026 · Black River

A bookish teen in a mountain town wakes changed, craving blood, and must uncover what’s happening before it consumes her.

Why this is here

Characterization labels: bookish heroine · introverted protagonist · teen protagonist · reluctant monster · female lead · mysterious love interest · brooding love interest · quiet love interest · new kid · supportive sister · single father · group of teens · outsider protagonist · emotional lead · transformative arc · self-discovery · traumatized teen · protective sibling · ambiguous morality · newborn vampire

Relationships labels: slow burn romance · love triangle · friendship group · sibling bond · father-daughter · found family · fake dating · forbidden attraction · male-female friendship · romantic tension · loyalty under strain · fragile trust

Semantic match: ranked by characterization + relationships

Distance: 0.1372

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The V Girl: A Coming of Age Story

Mya Robarts · 2015

In a war-torn future where sexual slavery is legal, one teen races to claim her first sex on her own terms.

Why this is here

Characterization labels: strong heroine · determined heroine · resourceful heroine · protective sister · sick sibling · supportive father · broody hero · alpha hero · mysterious outsider · reluctant trust · damaged characters · complex hero · stubborn heroine · young adult protagonist · mature beyond years · family caretaker · PTSD · virgin heroine · religious best friend · supportive siblings

Relationships labels: slow-burn romance · best friends to lovers · forbidden romance · love triangle · protector dynamic · trust issues · family loyalty · sibling bond · father-daughter bond · romantic tension · conflicted attraction · power imbalance

Semantic match: ranked by characterization + relationships

Distance: 0.1390

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Reap

Casey L. Bond · 2014 · The Harvest Saga

In a caste-divided future, a village harvester is pulled into rebellion while torn between loyalty, love, and survival.

Why this is here

Characterization labels: strong female lead · stubborn heroine · spunky heroine · relatable heroine · compassionate protagonist · mature heroine · mysterious newcomer · love interests · best friend in love · antagonistic male lead · bullied heroine · secret identity · special chosen one

Relationships labels: love triangle · friendship tension · best friends · forbidden romance · engagement conflict · forced marriage · power imbalance · abusive relationship · romantic rivalry · loyalty conflict · family secrets · guardian-child bond

Semantic match: ranked by characterization + relationships

Distance: 0.1404

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Endless

Amanda Gray · 2013

A teen with psychic touches and past-life dreams uncovers a time-crossing love tied to Romanov Russia.

Why this is here

Characterization labels: isolated heroine · quiet heroine · artist protagonist · brooding love interest · new boy · protective love interest · tough exterior · complex friend · stern father · secretive adult · mysterious boy · level-headed heroine

Relationships labels: love triangle · friendship · father-daughter relationship · soulmates · past-life lovers · insta-love · forbidden romance · loyal friendship · romantic rivalry · protective bond

Semantic match: ranked by characterization + relationships

Distance: 0.1437

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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: 0.1444

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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: 0.1451

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Delirium

Lauren Oliver · 2012 · Delirium

In a world where love is treated like a disease, a waiting-for-the-cure teen falls for the one boy she should avoid.

Why this is here

Characterization labels: naive heroine · reluctant conformist · mysterious boy · love interest · best friend character · passive protagonist · growth arc · weak heroine

Relationships labels: forbidden romance · best friendship · family conflict · parent-child estrangement · arranged marriage · romantic pairing · community surveillance

Semantic match: ranked by characterization + relationships

Distance: 0.1452

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Onyx

Jennifer L. Armentrout · 2012 · Lux

A bonded teen alien romance spirals into secrets, jealousy, and government danger as hidden powers emerge.

Why this is here

Characterization labels: snarky heroine · strong heroine · feisty heroine · bookish heroine · reluctant heroine · angsty heroine · protective hero · jealous hero · sarcastic hero · cocky hero · sweet side · vulnerable side · possessive behavior · controlling behavior · character growth · reckless decisions · naive heroine · secretive characters

Relationships labels: slow burn · will-they-won't-they · push-pull romance · love triangle · jealousy · possessive romance · protective relationship · siblings · romantic tension · bonded pair · betrayal · friendship strain

Semantic match: ranked by characterization + relationships

Distance: 0.1478

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Incarnate

Jodi Meadows · 2012 · Newsoul

A shunned new soul seeks answers in a reincarnated society where her existence may upend everything.

Why this is here

Characterization labels: abused heroine · defensive protagonist · naive heroine · curious protagonist · strong female lead · resourceful heroine · sweet love interest · protective hero · older soul · outcast · abusive parent · reluctant trust

Relationships labels: slow burn · friendship to romance · guardian ward · abusive mother · parent child conflict · protective bond · age gap · power imbalance · forbidden love · mutual comfort

Semantic match: ranked by characterization + relationships

Distance: 0.1482

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Clockwise

Elle Strauss · 2011 · Clockwise

A shy teen time traveler’s secret life in 1860 gets complicated when her crush is pulled into the past with her.

Why this is here

Characterization labels: awkward teen · shy heroine · outcast heroine · popular boy · jock · mean-girl girlfriend · supportive best friend · resilient heroine · resourceful heroine · self-sufficient heroine · protective love interest · redeemed jerk · serious heroine in the past · mature-for-age teen · sassy heroine

Relationships labels: crush · high school romance · best friends · brother disguise · forced proximity · protective attraction · love triangle · family separation · broken heart · friendship tension · mentor-like family · unrequited crush · social-sphere divide · romantic tension

Semantic match: ranked by characterization + relationships

Distance: 0.1488

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The Eighth Guardian

Meredith McCardle · 2014 · Annum Guard

A top student is recruited into a secret time-travel agency and must navigate conspiracies, rules, and a new identity.

Why this is here

Characterization labels: teen operative · strong heroine · sassy heroine · rebellious protagonist · selfish protagonist · whiny protagonist · smart protagonist · resourceful protagonist · outsider · antagonistic side characters

Relationships labels: boyfriend · romantic tension · friendship arc · mentor relationship · rivalry · family conflict · father mystery · parent-child conflict · team dynamics · forced separation

Semantic match: ranked by characterization + relationships

Distance: 0.1500

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Whispers in Autumn

Trisha Leigh · 2012 · The Last Year

A teen girl who can't be mind-controlled by alien rulers must trust a stranger and uncover why she's different.

Why this is here

Characterization labels: teen heroine · lonely outcast · hidden identity · protective love interest · male love interest · guarded protagonist · spunky heroine · loyal · reluctant trust · conflicted

Relationships labels: slow-burn romance · teen romance · paired protagonists · trust issues · protective bond · romantic tension · loneliness · found connection · mutual dependence · friendship into romance · partners · family separation

Semantic match: ranked by characterization + relationships

Distance: 0.1512

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