Cover of We by Yevgeny Zamyatin

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Similar in characterization + relationships

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

Characterization labels used: mathematician protagonist, engineer protagonist, numbered citizens, true believer, femme fatale, rebel woman, collective-minded society, awakening conscience, state loyalist, soul awakening

Relationships labels used: forbidden romance, love versus duty, individual versus collective, state versus citizen, seduction, betrayal, rival political factions, control through intimacy

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 Anthem by Ayn Rand

Anthem

Ayn Rand · 1999

In a collectivist future where even “I” is forbidden, one man’s curiosity sparks a dangerous quest for selfhood.

Why this is here

Characterization labels: rebel protagonist · outcast · self-taught inventor · questioning mind · assigned laborer · romantic partner · one-dimensional characters · idealized protagonist · male-centered focus · strong-willed protagonist

Relationships labels: forbidden romance · individual vs collective · lover pair · power hierarchy · state vs citizen · mentorless growth · rivalry with authority · dependency dynamic · community pressure

Semantic match: ranked by characterization + relationships

Distance: 0.1529

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Cover of 1984 by Michael Dean

1984

Michael Dean, George Orwell · 2003

In a fully monitored state, one man’s private resistance collides with surveillance, propaganda, and forbidden love.

Why this is here

Characterization labels: ordinary protagonist · rebellious protagonist · isolated protagonist · bureaucrat protagonist · oppressed citizen · tortured prisoner · flat character · underdeveloped characters · emotionally distant characters

Relationships labels: forbidden romance · romantic rebellion · betrayal · surveillance-driven isolation · power imbalance · state versus individual · community control · friendship under suspicion · dependency on authority

Semantic match: ranked by characterization + relationships

Distance: 0.1673

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Cover of 1984: An Audible Original adaptation by Joe White

1984: An Audible Original adaptation

Joe White, George Orwell · 2024

A condensed full-cast Audible drama of a surveillance-state classic, driven by voice acting, music, and dread.

Why this is here

Characterization labels: rebellious protagonist · bureaucrat protagonist · state employee · defiant lover · mysterious figure · authoritarian figure · paranoid protagonist · quiet defiance · fragile hope · psychological breakdown · morally compromised system

Relationships labels: forbidden romance · state surveillance · power imbalance · betrayal · fear and dependency · love under oppression · friend-or-foe uncertainty · manipulative authority · community distrust

Semantic match: ranked by characterization + relationships

Distance: 0.1727

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Cover of Колапс by Max Kidruk

Колапс

Max Kidruk, Макс Кідрук · 2026 · Нові Темні Віки

A near-future spacefaring civilization faces cascading crises on Mars and Earth as science, power, and survival collide.

Why this is here

Characterization labels: scientists · political leaders · colonists · young protagonists · female characters · morally dark characters · functional ensemble

Relationships labels: factional conflict · family tension · romance · friendship · power struggle · betrayal · rivalry · community fracture

Semantic match: ranked by characterization + relationships

Distance: 0.1914

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Cover of Schild's Ladder by Greg Egan

Schild's Ladder

Greg Egan · 2004

A far-future physics accident creates an expanding universe-void, forcing posthumans to choose whether to halt it or study it.

Why this is here

Characterization labels: posthuman · scientist · researcher · mathematician · physicist · diplomat · traveler · acorporeal beings · immortal beings · hyper-rational · emotionally detached · flat characters · relatable posthumans

Relationships labels: romantic tension · first love · rival factions · friendship · betrayal · consent · family separation · long-distance relationships · community conflict · interpersonal debate

Semantic match: ranked by characterization + relationships

Distance: 0.1918

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Cover of The Thing Itself by Adam Roberts

The Thing Itself

Adam Roberts · 2015

An Antarctic SETI disaster launches a cross-time chase into Kant, AI, and the limits of human reality.

Why this is here

Characterization labels: scientist protagonist · disfigured protagonist · alcoholic protagonist · unlikable protagonist · obsessed philosopher · surly character · practical character · AI character · shadowy institute · traumatized survivor

Relationships labels: rivalry · male friendship · institutional control · romantic tension · love interest · workplace tension · trauma bond · power struggle · dependency · betrayal

Semantic match: ranked by characterization + relationships

Distance: 0.1933

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Cover of self/less by Aviva

self/less

Aviva · 2021 · self/less

In a surveilled walled city where self-expression is outlawed, a teen uncovers a hidden underground and a fight for freedom.

Why this is here

Characterization labels: teen protagonist · female protagonist · outcast · brainwashed citizen · privileged protagonist · reluctant rebel · character growth · leader arc

Relationships labels: forbidden romance · love interest · friendship · rivalry · betrayal · parent-child · family secrets · community bonds · power struggle

Semantic match: ranked by characterization + relationships

Distance: 0.1966

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Cover of Player Piano by Kurt Vonnegut Jr.

Player Piano

Kurt Vonnegut Jr. · 2006

In a machine-run America, an elite engineer questions a system that makes most people obsolete and meaningless.

Why this is here

Characterization labels: engineer protagonist · manager class · disillusioned protagonist · ordinary worker · elite technocrats · rebel engineer · weak-willed protagonist · humanist protagonist · apathy · ambition · cynicism · unlikable characters · one-dimensional characters · caricatures

Relationships labels: marriage · class divide · worker unrest · friendship · mentorship · elite versus masses · rebellion · betrayal · community

Semantic match: ranked by characterization + relationships

Distance: 0.1979

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Cover of Revolt in 2100 by Robert A. Heinlein

Revolt in 2100

Robert A. Heinlein · 1986 · Future History

A future America ruled by religious dictatorship sparks revolt, then shifts into two linked stories of social control and survival.

Why this is here

Characterization labels: naive protagonist · young soldier · religious convert · guard · rebel · prophet · despotic leader · mathematical genius · engineer · idealistic outsider · wise mentor · heroic good guys · brainwashed citizen · young woman · free citizen · misfit youth

Relationships labels: love interest · resistance alliance · mentor protege · power imbalance · romance under oppression · underground brotherhood · state control · betrayal by system · friendship · romantic awakening

Semantic match: ranked by characterization + relationships

Distance: 0.1994

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Cover of 1984: The Graphic Novel by Matyáš Namai

1984: The Graphic Novel

Matyáš Namai, George Orwell · 2021

A stark graphic adaptation of Orwell's dystopian classic, tracing one man's quiet rebellion under total surveillance.

Why this is here

Characterization labels: low-ranking official · rebel protagonist · oppressive ruler · antagonistic authority · ordinary citizen · downtrodden · paranoid society

Relationships labels: romance · forbidden relationship · state versus individual · authoritarian power

Semantic match: ranked by characterization + relationships

Distance: 0.2002

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Cover of Marooned in Realtime by Vernor Vinge

Marooned in Realtime

Vernor Vinge · 1986 · Across Realtime

A stranded detective must solve a murder in a future where a few hundred humans struggle to restart humanity after extinction.

Why this is here

Characterization labels: detective protagonist · ex-cop · competent protagonist · skeptical protagonist · persistent investigator · high-tech faction · low-tech faction · faction leaders · lonely survivor · murderer · power seeker · ordinary-citizen lead

Relationships labels: faction rivalry · community survival · romantic bond · investigator-client · power struggle · betrayal · dependency · collective action · family separation · marooning

Semantic match: ranked by characterization + relationships

Distance: 0.2005

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Cover of Die Welt wird brennen by Lena Kiefer

Die Welt wird brennen

Lena Kiefer · 2019 · Ophelia Scale

A tech-loving rebel infiltrates a royal court in a future anti-technology regime and falls for the enemy’s brother.

Why this is here

Characterization labels: female rebel · strong heroine · kick-ass heroine · naive protagonist · sarcastic protagonist · intelligent protagonist · mutable protagonist · manipulative protagonist · book boyfriend · charming love interest · mysterious love interest

Relationships labels: forbidden romance · resistance bonds · trust issues · loyalty conflict · betrayal · family rivalry

Semantic match: ranked by characterization + relationships

Distance: 0.2010

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Cover of Frankissstein: A Love Story by Jeanette Winterson

Frankissstein: A Love Story

Jeanette Winterson · 2019

A dual-timeline Frankenstein remix links Mary Shelley’s origins story with a near-future crisis of AI, bodies, and love.

Why this is here

Characterization labels: transgender protagonist · non-binary protagonist · female doctor · scientist · professor · sexbot entrepreneur · journalist · evangelical Christian · mad scientist · visionary scientist · charismatic · comic figure · historical figure · young woman · lover

Relationships labels: forbidden romance · intergenerational romance · creator and creation · romantic obsession · power imbalance · fetishization · family dependence

Semantic match: ranked by characterization + relationships

Distance: 0.2015

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Cover of Made for You by Jenna Satterthwaite

Made for You

Jenna Satterthwaite · 2024

A synthetic woman on a dating show becomes a murder suspect after her husband vanishes, forcing her to uncover the truth.

Why this is here

Characterization labels: synthetic protagonist · female protagonist · sympathetic protagonist · captivating protagonist · creator relationship · anti-synth prejudice · police suspicion · bachelor-type lead · controlling creator

Relationships labels: marriage · romance · motherhood · parent-child · creator-created · power imbalance · community hostility · frenemy competition · contested love

Semantic match: ranked by characterization + relationships

Distance: 0.2017

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Cover of Axiomatic by Greg Egan

Axiomatic

Greg Egan · 1997

A hard-SF short story collection where each tale stress-tests identity, ethics, and consciousness through speculative science.

Why this is here

Characterization labels: rational protagonists · educated characters · morally conflicted · highly analytical · outsider figures · investigators · detectives · scientists · cybernetic subjects · self-questioning · damaged protagonists

Relationships labels: romance · marriage · family · intimacy · parent-child · twins · love and revenge · power imbalance · dependency · betrayal · community pressure · interpersonal alienation

Semantic match: ranked by characterization + relationships

Distance: 0.2049

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Cover of Moving Mars by Greg Bear

Moving Mars

Greg Bear · 1993 · Queen of Angels

A Martian student-turned-leader navigates revolution, diplomacy, and radical science as Mars fights Earth for independence.

Why this is here

Characterization labels: female protagonist · young radical · student activist · political leader · scientist · brilliant protagonist · driven protagonist · fleshed-out protagonist · confident leader · complex characters · supporting characters

Relationships labels: romance · marriage · family business · family syndicates · interplanetary rivalry · political alliances · betrayal · community conflict · friendship · power struggle

Semantic match: ranked by characterization + relationships

Distance: 0.2056

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Cover of Corey Fah Does Social Mobility by Isabel Waidner

Corey Fah Does Social Mobility

Isabel Waidner · 2024

A queer writer chases an elusive prize trophy through time loops, wormholes, and surreal celebrity chaos.

Why this is here

Characterization labels: working-class protagonist · queer protagonist · non-binary protagonist · writer protagonist · partnered protagonist · alienated protagonist · surreal companion creature · transient celebrity

Relationships labels: romantic partnership · domestic partnership · community exclusion · power imbalance · identity dependence · prize bureaucracy · familial tension

Semantic match: ranked by characterization + relationships

Distance: 0.2057

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Cover of Evil for Evil by K.J. Parker

Evil for Evil

K.J. Parker · 2007 · Engineer Trilogy

An exiled engineer and rival rulers navigate war, love, and betrayal as an unstoppable plan tightens around a doomed city.

Why this is here

Characterization labels: engineer · exiled protagonist · sociopath · psychopath · ruthless strategist · competent leader · morally gray characters · monstrous genius · unlikable characters

Relationships labels: love triangle · forbidden love · marriage · romantic quadrangle · betrayal · family separation · political alliance · rivalry · power imbalance · assistant-rival relationship

Semantic match: ranked by characterization + relationships

Distance: 0.2064

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Cover of Immortal X-Men, Vol. 1 by Kieron Gillen

Immortal X-Men, Vol. 1

Kieron Gillen · 2022 · Immortal X-Men (Collected Editions)

After a mutant nation crisis, the Quiet Council’s shifting alliances, secrets, and prophecies drive a rotating-POV power play.

Why this is here

Characterization labels: villain protagonists · problematic characters · antiheroes · schemers · political operators · powerful elites · character study · moral ambiguity · charismatic villain · complex ensemble

Relationships labels: rivalry · alliances · betrayal · romance · queer romance · political coalition · power dynamics · team conflict

Semantic match: ranked by characterization + relationships

Distance: 0.2067

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Cover of The Blazing World by Margaret Cavendish

The Blazing World

Margaret Cavendish · 2012

A kidnapped English woman reaches an alternate world of animal peoples and becomes empress, exploring science, politics, and faith.

Why this is here

Characterization labels: female protagonist · curious heroine · educated woman · self-insert protagonist · empress · inventor figure · philosopher character · inquisitive lead · eccentric woman

Relationships labels: abduction · forced courtship · marriage · female companionship · platonic love · same-sex subtext · power hierarchy · emperor-empress · community rule

Semantic match: ranked by characterization + relationships

Distance: 0.2067

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Cover of The Loneliness of Distant Beings by Kate Ling

The Loneliness of Distant Beings

Kate Ling · 2016 · Ventura Saga

On a centuries-long spaceship mission, a teen rebel falls for the wrong partner and risks everything for love.

Why this is here

Characterization labels: rebellious heroine · stubborn protagonist · sarcastic protagonist · immature protagonist · self-destructive protagonist · depressed protagonist · reserved love interest · arrogant rival · controlling authority · strong-willed heroine

Relationships labels: forbidden romance · insta-love · love triangle · assigned partnership · arranged marriage · family conflict · rebellion against authority · romantic secrecy · dependence · loyalty conflict

Semantic match: ranked by characterization + relationships

Distance: 0.2072

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Cover of Excession by Iain M. Banks

Excession

Iain M. Banks · 1998 · Culture

A Culture AI crisis erupts around a baffling artifact, pulling Minds, diplomats, and rival factions into an interstellar power game.

Why this is here

Characterization labels: sentient AI · ship minds · diplomat · ambassador · human pawns · eccentric ships · factions · flawed characters · superintelligent entities

Relationships labels: alliances · conspiracy · rivalry · romance · former lovers · diplomatic relations · power struggle · betrayal · factional conflict

Semantic match: ranked by characterization + relationships

Distance: 0.2073

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Cover of Beyond the Hallowed Sky by Ken MacLeod

Beyond the Hallowed Sky

Ken MacLeod · 2021 · Lightspeed Trilogy

A disgraced scientist and rival power blocs collide when a future-sent formula makes FTL travel real.

Why this is here

Characterization labels: scientist protagonist · mathematician · engineer · diplomat · spy · robot spy · artificial person · AI character · reclusive group · establishment outsider · defector · exile · cautious investigator

Relationships labels: defection · alliances · rival blocs · scientist versus establishment · spy network · covert collaboration · interpersonal attraction · community cooperation · political mistrust · first-contact contact

Semantic match: ranked by characterization + relationships

Distance: 0.2075

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Cover of Counter-Clock World by Philip K. Dick

Counter-Clock World

Philip K. Dick · 1999

In a reversed-time dystopia, a resurrection business races rival powers to control a returning prophet.

Why this is here

Characterization labels: some guy protagonist · working man protagonist · religious leader · prophet · cult leader · female characters stereotyped · femme fatale · helpless woman · manipulative woman · scheming librarian · corrupt authority figures · morally gray characters

Relationships labels: family bidding · love triangle · extramarital affairs · romance under pressure · rival factions · religious followers · power struggle · seduction plot · betrayal · caretaker dependency

Semantic match: ranked by characterization + relationships

Distance: 0.2077

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