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Ava's Demon: Book One

Michelle Fus

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Similar in characterization + relationships

These books are ranked using the characterization + relationships labels extracted for Ava's Demon: Book One. Books rank higher when they are close on every selected axis.

Characterization labels used: complex characters, mysterious characters, morally gray characters, teen protagonists, possessed characters, brainwashed follower, stuttering character, shy protagonist, anxious protagonist, naive protagonist, troubled protagonist, power-hungry characters, developing cast, ambiguous morality

Relationships labels used: former friends, best friends, archenemy, pact relationship, possessed by demons, romantic tension, ship tease, kidnapping, bickering companions, mentorless, power imbalance

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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Atlas Alone

Emma Newman · 2019 · Planetfall

A traumatized gamer on a colony ship hunts Earth’s killers through VR, uncovering a deadly conspiracy.

Why this is here

Characterization labels: traumatized protagonist · flawed protagonist · isolated protagonist · gamer protagonist · vengeful protagonist · unlikeable protagonist · morally compromised protagonist · complicated protagonist · trust issues · emotionally armored · corporate slave · indentured worker · non-person

Relationships labels: friendship · power imbalance · manipulation · betrayal · co-conspirator · mistrust · dependence · shipboard hierarchy

Semantic match: ranked by characterization + relationships

Distance: 0.1637

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The Dazzling Heights

Katharine McGee · 2017 · The Thousandth Floor

In a futuristic Manhattan tower, a secret-ridden teen ensemble faces blackmail, romance, and a new arrival with hidden motives.

Why this is here

Characterization labels: teen ensemble · rich kids · spoiled characters · manipulative · secretive · flawed characters · morally gray · naive · sarcastic · smart · trashy characters · con artist · hacker · blackmailer · mysterious newcomer · character development · redemption arc

Relationships labels: friendship · romance · forbidden romance · siblings · adopted siblings · family conflict · mother-daughter relationship · rivalry · ship-heavy · betrayal · codependency · hateful relationship · power imbalance

Semantic match: ranked by characterization + relationships

Distance: 0.1641

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Gatefather

Orson Scott Card · 2015 · Mither Mages

A gifted teen mage faces possession, mythic politics, and a final struggle over souls, gates, and worlds.

Why this is here

Characterization labels: teen protagonist · precocious teens · gifted youth · overpowered protagonist · moral protagonist · possessed protagonist · smart kids · jaded adults · thin side characters · high schoolers · immature teens

Relationships labels: family conflict · friend group · brother bond · romantic tension · insta-love · marriage plot · sexual tension · power imbalance · possessed by demon

Semantic match: ranked by characterization + relationships

Distance: 0.1677

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Broken

Robert J. Crane · 2013 · The Girl in the Box

A betrayed metahuman young woman embraces revenge while the voices in her head push her toward darker choices.

Why this is here

Characterization labels: traumatized heroine · antihero turn · vengeful protagonist · young protagonist · relentless fighter · manipulated protagonist · morally darkening arc · internal voices · conflicted heroine · hardening character

Relationships labels: lover loss · friend betrayal · mentor betrayal · power imbalance · internal companionship · found-in-head companions · romantic relationship · friendship rupture

Semantic match: ranked by characterization + relationships

Distance: 0.1717

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Dead Happy

Josh Silver · 2024 · HappyHead

A gay teen is pushed into a deadlier island phase of a manipulative wellness experiment, where survival means staying authentic.

Why this is here

Characterization labels: sarcastic protagonist · traumatized teens · morally gray authority figures · enigmatic hosts · character development · complex side characters · audience surrogate

Relationships labels: forced couple · central romance · same-sex romance · friendship bond · rivalry · power imbalance · dependency

Semantic match: ranked by characterization + relationships

Distance: 0.1764

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Torchfire

Moira Buffini · 2025 · The Torch Trilogy

In a fractured post-apocalyptic world, hunted youths, rival powers, and a new outsider POV push fragile peace toward collapse.

Why this is here

Characterization labels: teen protagonists · morally grey · complex characters · likable and unlikable characters · character growth · redemption arc · survivor · rebellious youth · corrupt ruler · captive character · questioning beliefs · traumatized characters

Relationships labels: found family · romantic triangle · messy romance · multiple love interests · queer relationships · friendship bonds · family conflict · siblings · betrayal · loyalty · power imbalance

Semantic match: ranked by characterization + relationships

Distance: 0.1772

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The House of Shattered Wings

Aliette de Bodard · 2015 · Dominion of the Fallen

In a ruined, magic-blighted Paris, a fallen angel, an alchemist, and an outsider must solve murders before their House collapses.

Why this is here

Characterization labels: fallen angel · alchemist · immortal · addict · outsider · antihero · morally gray · flawed characters · complex characters · resentful character · naive character · reluctant leader · powerful but damaged · passive character · self-destructive · distant characters · unlikeable characters · compelling secondary characters

Relationships labels: found family · forced proximity · bonded pair · romantic tension · w/w relationship · m/m relationship · rival houses · house loyalty · power imbalance · betrayal · dependency · unwilling allies · mentor heir · protective custody · fractured alliances

Semantic match: ranked by characterization + relationships

Distance: 0.1782

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Thin Air

Rachel Caine · 2007 · Weather Warden

An amnesiac weather warden must recover her identity while a demon steals her life and factions turn against her.

Why this is here

Characterization labels: amnesiac protagonist · strong female lead · kickass heroine · resourceful heroine · vulnerable heroine · snarky protagonist · powerful heroine · troubled love interest · temperamental character · manipulative antagonist · female ensemble · traumatized character · morally gray characters

Relationships labels: love triangle · romantic tension · established couple · sister rivalry · protective friendship · demon impersonation · trust issues · family grief · loyalty conflict · power imbalance · betrayal

Semantic match: ranked by characterization + relationships

Distance: 0.1787

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The Dark Descent of Elizabeth Frankenstein

Kiersten White · 2018

An orphaned girl enters the Frankenstein household and learns survival may depend on controlling the boy she’s meant to serve.

Why this is here

Characterization labels: morally gray protagonist · cunning heroine · manipulative protagonist · resourceful survivor · volatile genius · unrepentant villain · brooding psychopath · complex character arcs · side character focus · female friendships

Relationships labels: toxic relationship · co-dependent relationship · abusive relationship · obsessive love · twisted romance · female friendship · found family · family dependency · mentor-like bond · power imbalance

Semantic match: ranked by characterization + relationships

Distance: 0.1788

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The Perfect Run

Maxime J. Durand · 2021 · The Perfect Run

An overpowered time-looping courier tries every path through a superpowered, post-apocalyptic city to reach one perfect outcome.

Why this is here

Characterization labels: eccentric protagonist · unhinged protagonist · wisecracking hero · flawed hero · morally gray protagonist · overpowered MC · insane protagonist · charismatic cast · deep supporting cast · competent protagonist · jaded protagonist · bored protagonist · flamboyant protagonist · lonely protagonist · antihero

Relationships labels: friendship · romance · rivalry · hero villain · ally switching · faction politics · long-lost friend · love interest

Semantic match: ranked by characterization + relationships

Distance: 0.1793

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Les Éveillés

Margot Dessenne · 2024 · Absolu

In a propaganda-ridden dystopia, a hunted resistance faces a final battle for freedom as truth, loyalty, and survival collide.

Why this is here

Characterization labels: complex characters · gray morality · strategists · leaders · traumatized characters · young protagonists · manipulated protagonist · character growth · found family

Relationships labels: found family · friendship bonds · romantic relationship · alliance · betrayal · loyalty · group solidarity · dependency · frayed trust

Semantic match: ranked by characterization + relationships

Distance: 0.1801

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Restore Me

Tahereh Mafi · 2018 · Shatter Me

A new ruler confronts political chaos, hidden truths, and a relationship under strain in a dark dystopian sequel.

Why this is here

Characterization labels: young ruler · inexperienced leader · emotionally volatile · traumatized characters · morally gray love interest · supportive friend · anxious character · abuse survivor · regressed character arc · competent side character

Relationships labels: established romance · miscommunication · power imbalance · friendship · brotherhood · protective bond · found family · rivalry · romantic tension · secret-keeping

Semantic match: ranked by characterization + relationships

Distance: 0.1820

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