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After the Flood

Kassandra Montag

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Similar in characterization + relationships

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

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

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

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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The Mother Fault

Kate Mildenhall · 2020

In a near-future Australia, a mother defies a surveillance state to find her missing husband and save her children.

Why this is here

Characterization labels: mother protagonist · flawed heroine · protective parent · ordinary woman · strong female protagonist · young children · missing husband · working mother · maternal guilt · resilient heroine

Relationships labels: mother-child bond · marriage · family separation · parent-child conflict · sibling relationship · former lovers · romantic subplot · state vs citizen · family threat · dependence on friends

Semantic match: ranked by characterization + relationships

Distance: 0.1017

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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: 0.1033

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This Fragile Earth

Susannah Wise · 2021

In near-future London, a mother and son flee as a tech-dependent society suddenly shuts down.

Why this is here

Characterization labels: young mother · protective parent · precocious child · clever child · anxious protagonist · resourceful woman · frustrated parent · difficult protagonist · unlikeable protagonist · weak partner · single parent · unreliable protagonist · survival-minded

Relationships labels: mother son bond · strained marriage · co-parenting · family loyalty · parent child protection · relationship under pressure · survival partnership · protective caregiving · romantic fracture

Semantic match: ranked by characterization + relationships

Distance: 0.1113

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Not Alone

Sarah K. Jackson · 2023

After a microplastic catastrophe, a mother and son leave isolation to search for survival—and a possible lost future.

Why this is here

Characterization labels: protective mother · young child · traumatized protagonist · survivor · resourceful forager · whiny child · isolated caregiver · cautious protagonist · fierce maternal figure

Relationships labels: mother son · fiancée relationship · parent child bond · romantic loss · survival dependency · caretaking · trust issues · protective love · community encounter

Semantic match: ranked by characterization + relationships

Distance: 0.1193

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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: 0.1217

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Prime Deceptions

Valerie Valdes · 2020 · Chilling Effect

A messy space captain and her found-family crew hunt a missing scientist while facing old trauma, rival factions, and psychic cats.

Why this is here

Characterization labels: lovably flawed · messy heroine · impulsive protagonist · maturing protagonist · sarcastic protagonist · found family crew · estranged mother · estranged sister · supportive partner · psychic cats

Relationships labels: found family · siblings · mother-daughter · romance · crew loyalty · family conflict · trust issues · supportive relationship · estranged family · teamwork

Semantic match: ranked by characterization + relationships

Distance: 0.1237

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Cured

Bethany Wiggins · 2014 · Stung

A disguised teen joins a dangerous quest to find her missing brother and spread a cure across a ruined, raider-haunted world.

Why this is here

Characterization labels: strong female protagonist · resourceful heroine · sheltered heroine · boy disguised as girl · girl disguised as boy · survivor · mysterious ally · snarky love interest · brother figure · protective sibling · fierce heroine · vulnerable protagonist · enigma character · former beast

Relationships labels: siblings · family bond · romantic tension · instalove · found family · trust issues · betrayal · protective romance · friend group · married couple · dependency

Semantic match: ranked by characterization + relationships

Distance: 0.1262

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Dark Blue Rising

Teri Terry · 2020 · The Circle Trilogy

A secluded teen’s world collapses when she learns her mother was lying about everything, and the sea may hold the answers.

Why this is here

Characterization labels: teen protagonist · naive protagonist · mistrustful protagonist · isolated protagonist · sympathetic protagonist · resourceful heroine · protective caregiver · mysterious caregiver · messed-up family dynamics · emotionally vulnerable · identity formation · development arc

Relationships labels: mother-daughter · found family · kidnapping · betrayal · trust issues · dependency · friendship · romantic tension · family reunion · authority conflict

Semantic match: ranked by characterization + relationships

Distance: 0.1269

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Master Class

Christina Dalcher · 2020

In a near-future America, a mother must defy a ruthless test-based school system when it targets her own daughter.

Why this is here

Characterization labels: teacher protagonist · mother protagonist · wife · government insider · complicit protagonist · anxious child · high-achieving child · villain husband · authoritarian administrator · activist mother · complex heroine

Relationships labels: mother daughter · marriage conflict · parent child · family split · power imbalance · betrayal · complicity · favoritism · domestic tension · love vs loyalty

Semantic match: ranked by characterization + relationships

Distance: 0.1292

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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: 0.1294

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The Line Between

Tosca Lee · 2019 · The Line Between

After a cult exile, a sheltered young woman must carry disease samples across a collapsing America to stop an epidemic.

Why this is here

Characterization labels: female protagonist · cult escapee · coming of age · rebellious heroine · resourceful heroine · naive outsider · courageous protagonist · strong heroine · former military man · charismatic cult leader · manipulative leader · prophet figure · supportive family friend · sister dynamics · dutiful believer · relatable protagonist

Relationships labels: sisters · mother-daughter · romantic tension · possible romance · family separation · cult control · trust issues · protective bond · family loyalty

Semantic match: ranked by characterization + relationships

Distance: 0.1302

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Emerald City

Astrid Cole · 2024 · Diamond City

A pizza-loving hybrid fights betrayal, genetic experiments, and city power struggles to protect her family and future.

Why this is here

Characterization labels: strong FMC · badass heroine · morally gray MMC · flamboyant MMC · warrior protagonist · resourceful protagonist · protective mother · pregnancy arc · traumatized character · emotionally complex characters · hybrid protagonist · independent heroine

Relationships labels: romance · fiancés · family protection · found family · banter · trust issues · betrayal · allies to lovers

Semantic match: ranked by characterization + relationships

Distance: 0.1317

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