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The Gilded Scarab

Anna Butler

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Similar in plot structure

These books are ranked using the plot structure labels extracted for The Gilded Scarab.

Plot structure labels used: slow burn, slow start, action-late, setup heavy, series setup, loose threads, unfinished arcs, climax-late, multiple threads, romantic subplot

Focused on “character-driven” 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.

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When Gracie Met the Grump

Mariana Zapata · 2022

A secretive woman shelters a fallen superhero in her yard, and their slow-burn bond unravels danger and hidden truths.

Why this is here

Plot structure labels: slow burn · very slow burn · dragged pacing · long setup · late romance · late reveal · delayed intimacy · friendship first · caretaking arc · kidnapping arc · run-and-hide arc · double sick scene · repetition · internal monologue heavy · action in second half · picks up late · little plot progression · filler sections

Semantic match: ranked by plot structure

Distance: 0.0729

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The Walking Dead, Vol. 13: Too Far Gone

Robert Kirkman · 2010 · The Walking Dead

A hard-worn survivor group tries to settle in a guarded community, but safety sparks mistrust, abuse, and power struggles.

Why this is here

Plot structure labels: slow burn · setup volume · rising tension · cliffhanger ending · mid-series transition · community drama · internal conflict · external attack · character-driven · lead-in volume · escalation at end · multiple threads

Semantic match: ranked by plot structure

Distance: 0.1094

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Escaping Eleven

Jerri Chisholm · 2020 · Eleven Trilogy

A fierce underground fighter plots escape from a brutal caste system, then falls for a boy from the top floor.

Why this is here

Plot structure labels: slow burn · slow middle · character-driven · cliffhanger ending · series setup · gradual reveal · late payoff · day-to-day focus · high tension ending · parallel romance plot

Semantic match: ranked by plot structure

Distance: 0.1107

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Clonely You

Ruby Dixon · 2024 · Sunrise Cantina

A sweet alien-clone romance pairs a love-starved hero with a guarded dairy farmer who needs his help to save her sister.

Why this is here

Plot structure labels: slow burn · quick read · short form · time jumps · limited buildup · ongoing series setup · background plot thread · character-driven

Semantic match: ranked by plot structure

Distance: 0.1149

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Dawn

Octavia E. Butler · 1987 · Xenogenesis

A lone human survivor wakes aboard an alien ship and must help rebuild Earth under coercive, unsettling conditions.

Why this is here

Plot structure labels: slow burn · gradual reveal · sectioned narrative · time jumps · isolation to contact · dialogue-driven · character-driven · unresolved ending · series setup · psychological tension · limited action

Semantic match: ranked by plot structure

Distance: 0.1173

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Flow

Clare Littlemore · 2017 · Flow

A flood-ravaged teen is reassigned inside a rigid survival society and uncovers dangerous secrets about how it really works.

Why this is here

Plot structure labels: slow burn · slow start · late reveal · gradual worldbuilding · cliffhanger ending · series setup · build to climax · chapter-end hooks · reassignment arc · investigation arc

Semantic match: ranked by plot structure

Distance: 0.0884

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Conspirator

C.J. Cherryh · 2009 · Foreigner

A human diplomat's quiet retreat unravels into political danger when an alien heir follows him into trouble.

Why this is here

Plot structure labels: slow burn · episodic · series arc · setup heavy · payoff delayed · first half slow · second-half action · multiple crises · continuity-driven · open-ended

Semantic match: ranked by plot structure

Distance: 0.0921

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The Olympian Affair

Jim Butcher · 2023 · The Cinder Spires

As war looms between rival sky spires, a privateer, diplomats, and talking cats race to secure allies and survive a deadly summit.

Why this is here

Plot structure labels: slow burn · split arcs · multiple POV · dual-front plot · setup heavy · late acceleration · action-heavy ending · cliffhanger ending · epilogue

Semantic match: ranked by plot structure

Distance: 0.0966

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Ascendant

Craig Alanson · 2016 · Ascendant

A boy branded a jinx and a princess trapped by politics must navigate hidden magic, war, and secrecy.

Why this is here

Plot structure labels: slow burn · miscommunication plot · misunderstanding driven · series setup · open ending · linear timeline · long build · frustration-driven tension · repetitive escalation

Semantic match: ranked by plot structure

Distance: 0.0993

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Downward Cycle

J.K. Franks · 2016 · Catalyst

After a solar flare knocks out power worldwide, a coastal-town loner and new allies fight chaos, conspiracies, and control.

Why this is here

Plot structure labels: slow burn · gradual collapse · rising chaos · cliffhanger · series setup · buildup heavy · action ramp-up · multiple subplots · twists · withheld reveal

Semantic match: ranked by plot structure

Distance: 0.0994

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Ocean's Godori

Elaine U. Cho · 2024 · The Alliance

A disgraced Korean space pilot and her misfit crew race to clear a friend's name amid politics, romance, and solar-system chaos.

Why this is here

Plot structure labels: slow burn · delayed inciting incident · multiple POV · interwoven storylines · midpoint reveal · late plot convergence · open ending · cliffhanger · unresolved ending · series setup · gradual backstory reveal · drop-in medias res

Semantic match: ranked by plot structure

Distance: 0.1040

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The Superior Spider-Man, Vol. 6: Goblin Nation

Dan Slott, Christos Gage · 2014 · The Superior Spider-Man (2013)

Doctor Octopus in Spider-Man’s body faces a citywide Goblin uprising, forcing a final showdown and Peter Parker’s return.

Why this is here

Plot structure labels: finale · slow build · multi-issue arc · interwoven subplots · action climax · aftermath · predictable ending · epilogue

Semantic match: ranked by plot structure

Distance: 0.1043

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