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A Better World

Sarah Langan

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Similar in characterization + relationships

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

Characterization labels used: mother protagonist, doctor protagonist, working mother, numbers genius, scientist, teen twins, outsider family, reluctant conformist, curious protagonist, headstrong woman, complicated family, nuanced family dynamics, elite insiders, cold neighbors

Relationships labels used: marriage strain, parent child dynamics, mother daughter bond, family tension, family fragmentation, community exclusion, outsider vs insiders, power imbalance, friend group politics, dependency, peer hazing, social hierarchy

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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Skin

Liam Brown · 2019

In a virus-ravaged near future, one woman’s quarantined family life changes when she spots someone who seems immune.

Why this is here

Characterization labels: mother protagonist · wife · teenage children · jaded woman · flawed characters · isolated family · rebellious teen · hacker son · moody daughter · morally deteriorating son · immune stranger

Relationships labels: family isolation · parent-child strain · marital distance · sibling rivalry · remote family life · household conflict · power imbalance · estranged family · protective parent

Semantic match: ranked by characterization + relationships

Distance: 0.1244

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Hum

Helen Phillips · 2024

After losing her job to AI, a mother takes a risky deal that buys her family a brief escape into a climate-ravaged, overtracked future.

Why this is here

Characterization labels: mother protagonist · wife protagonist · financially strained · anxious protagonist · sympathetic lead · frustrated parent · tech worker · obsolete worker · annoying children · strained husband · ordinary family

Relationships labels: marriage strain · parent-child tension · family dependency · family protection · technology-mediated family life · emotional disconnection · trust under pressure · mother-child bond · spousal conflict

Semantic match: ranked by characterization + relationships

Distance: 0.1279

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The Dream Hotel

Laila Lalami · 2025

In a near-future surveillance state, a woman detained for a dream-based risk score must prove she’s innocent before her freedom disappears.

Why this is here

Characterization labels: working mother · new mother · twin mother · archivist · scientist · passive protagonist · beleaguered protagonist · strong-willed woman · women detainees · faceless authority · corporate employees · underdeveloped side characters · flat characters · disillusioned protagonist · resistant protagonist

Relationships labels: marriage under strain · husband-wife tension · motherhood under pressure · female solidarity · community of detainees · authority abuse · state power · corporate power · family separation · friendship under confinement · complicated father relationship

Semantic match: ranked by characterization + relationships

Distance: 0.1308

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Prophet Song

Paul Lynch · 2023

In a collapsing Ireland, a mother fights to hold her family together as authoritarian rule closes in.

Why this is here

Characterization labels: mother protagonist · scientist protagonist · trade unionist · family caretaker · decent ordinary people · dementia-affected parent · teenage child · passive protagonist · fearful protagonist · protective mother · everywoman figure · working mother · middle-class family

Relationships labels: mother-child bond · marriage under pressure · family separation · parental duty · husband wife · siblings · intergenerational care · community breakdown · state versus citizen

Semantic match: ranked by characterization + relationships

Distance: 0.1337

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Verkligheten

John Ajvide Lindqvist · 2022

A reality-show mother starts seeing glitches in her world and can no longer trust what’s real.

Why this is here

Characterization labels: female protagonist · mother · bonus parent · smart protagonist · educated protagonist · egoist · self-aware character · socially observant · manic descent · bitter protagonist

Relationships labels: family conflict · marriage · parent child · stepfamily · public intimacy · power imbalance · production control · performative family · media exploitation · dependence on attention

Semantic match: ranked by characterization + relationships

Distance: 0.1390

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Before Mars

Emma Newman · 2018 · Planetfall

A Mars geologist-artist confronts memory gaps, a false note, and a suspected conspiracy while doubting her own mind.

Why this is here

Characterization labels: geologist · artist · reluctant mother · flawed protagonist · complicated heroine · depressed protagonist · paranoid protagonist · resourceful protagonist · sympathetic antihero · traumatized character

Relationships labels: marriage strain · mother-child estrangement · family separation · parent-child guilt · colleague distrust · therapist-patient tension · crew dynamics · power imbalance · corporate dependency

Semantic match: ranked by characterization + relationships

Distance: 0.1407

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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: 0.1456

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Vox

Christina Dalcher · 2018

In a near-future America, one woman fights to protect her daughter after women are restricted to 100 words a day.

Why this is here

Characterization labels: scientist protagonist · linguist protagonist · mother protagonist · wife · housewife · resistant heroine · indoctrinated youth · young daughter

Relationships labels: mother daughter · marriage · family tension · parent child · husband wife · resistance network · mentor friendship

Semantic match: ranked by characterization + relationships

Distance: 0.1461

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Sweet Virginia

Caroline Kepnes · 2020

A frustrated wife and new mother falls into a Hallmark-fueled escape fantasy that turns darkly surreal.

Why this is here

Characterization labels: unlikable protagonist · flawed mother · passive protagonist · anxious protagonist · frustrated wife · struggling mother · working woman · writer protagonist · unemployed protagonist · overbearing mother · controlling family · women under pressure

Relationships labels: marriage strain · mother-daughter conflict · parent-child distrust · family control · romantic dissatisfaction · domestic tension

Semantic match: ranked by characterization + relationships

Distance: 0.1467

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Invasion

Sean Platt, Johnny B. Truant · 2015 · Alien Invasion

A wealthy prepper races his fractured family to a Colorado bunker as alien ships approach and society unravels.

Why this is here

Characterization labels: antihero · narcissistic protagonist · prepper · wealthy protagonist · self-made mogul · flawed family · teenage children · ex-wife · stepmother · spiritual seeker · unlikeable characters · resourceful protagonist · controlling father · protective parent · self-centered ensemble

Relationships labels: family conflict · ex-wife relationship · marriage strain · step-parent tension · parent-child conflict · romantic jealousy · co-parenting · family loyalty · sibling dynamics · power imbalance

Semantic match: ranked by characterization + relationships

Distance: 0.1500

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The Stories of Ray Bradbury

Ray Bradbury · 1980

A 100-story, author-selected anthology tracing Bradbury’s career across sci-fi, fantasy, horror, and nostalgic human drama.

Why this is here

Characterization labels: ordinary people · children · families · parents · loners · outsiders · eccentric characters · human vulnerability · morally ambiguous characters

Relationships labels: family dynamics · parent-child · marriage · friendship · community pressure · ostracism · rivalry · love · betrayal · power imbalance

Semantic match: ranked by characterization + relationships

Distance: 0.1521

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But Won't I Miss Me

Tiffany Tsao · 2026

In a world where childbirth creates a replacement self, a new mother’s failed rebirth exposes the cost of motherhood.

Why this is here

Characterization labels: exhausted mother · isolated protagonist · complicated protagonist · sympathetic characters · flawed characters · single mother · new mother · postpartum struggle · mentally struggling · chronically fatigued · disabled mother · judged mother · supporting characters · maternal identity · self-doubt

Relationships labels: marriage breakdown · divorce · husband conflict · mother-son bond · parent child · community judgment · female comparison · family pressure · chosen family · friendship · caregiving burden

Semantic match: ranked by characterization + relationships

Distance: 0.1532

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