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Cover of Villain by Natalie Zina Walschots
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Villain

Natalie Zina Walschots

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Similar in plot structure

These books are ranked using the plot structure labels extracted for Villain.

Plot structure labels used: immediate sequel, middle-book setup, open ending, cliffhanger, slow burn, character-driven, long build, delayed payoff, backstory heavy, recap dependent

Focused on “episodic arc” where exact label matches exist.

This does not mean the books share the same plot, setting, quality, or difficulty. It means their plot structure embeddings are close.

Cover of Out of the Ashes by Lindsey Fairleigh

Out of the Ashes

Lindsey Fairleigh, Lindsey Pogue · 2018 · The Ending

An injured survivor group treks home through a harsher post-apocalyptic world as memory loss, secrets, and romance strain them.

Semantic match: ranked by plot structure

Distance: 0.0796

Cover of The Notorious Scarlett and Browne by Jonathan Stroud

The Notorious Scarlett and Browne

Jonathan Stroud · 2022 · The Outlaws Scarlett and Browne

An outlaw duo faces old enemies, new threats, and an impossible heist in a brutal post-apocalyptic England.

Semantic match: ranked by plot structure

Distance: 0.1126

Cover of The Dreaming Stars by Tim Pratt

The Dreaming Stars

Tim Pratt · 2018 · Axiom

A queer salvage crew races to stop an ancient alien threat while navigating trust, romance, and a deadly VR-powered mystery.

Semantic match: ranked by plot structure

Distance: 0.0886

Cover of A House of Rage and Sorrow by Sangu Mandanna

A House of Rage and Sorrow

Sangu Mandanna · 2019 · The Celestial Trilogy

A betrayed heir wages war across a mythic galaxy, guided by a sentient warship, as family secrets and gods collide.

Semantic match: ranked by plot structure

Distance: 0.0943

Cover of Fractured by Teri Terry

Fractured

Teri Terry · 2013 · Slated

An amnesiac teen’s returning memories expose hidden loyalties, dangerous secrets, and a trap set by those she trusts.

Semantic match: ranked by plot structure

Distance: 0.0977

Cover of The Brightest Night by Jennifer L. Armentrout

The Brightest Night

Jennifer L. Armentrout · 2020 · Origin

On the run and newly changed, Evie and Luc uncover buried truths while old allies return and danger closes in.

Semantic match: ranked by plot structure

Distance: 0.0994

Cover of Otherearth by Jason Segel

Otherearth

Jason Segel, Kirsten Miller · 2018 · Last Reality

On the run from a powerful game company, Simon and friends dive back into VR as reality begins to fracture.

Semantic match: ranked by plot structure

Distance: 0.0999

Cover of Honor's Knight by Rachel Bach

Honor's Knight

Rachel Bach · 2014 · Paradox

A memory-wiped mercenary races to survive a secret war, untangle a dangerous romance, and uncover who she can trust.

Semantic match: ranked by plot structure

Distance: 0.1021