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Combine common axes
These books are ranked using the plot structure labels extracted for Les Thanatonautes.
Plot structure labels used: origin story, episodic progression, repetitive escalation, turning-point structure, experimental research arc, revelation-driven
Focused on “nonlinear” 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.
A bullied teen in the 1970s discovers nicotine-fueled powers and a death ray, then grapples with what to do with them.
Why this is here
Plot structure labels: origin story · deconstruction · nonlinear · fragmented · time jumps · chronological jumps · episodic · ambiguous ending · unreliable narration · reveals in pieces · aftereffects-focused
Semantic match: ranked by plot structure
Distance: 0.1525
A traveling, mechanically altered circus survives a war-torn world while hidden rivalries and outside powers threaten its fragile unity.
Why this is here
Plot structure labels: nonlinear · episodic · multiple narrators · short chapters · overlapping scenes · backstory fragments · mystery-driven · slow build · late plot emergence · repeated vantage points · time jumps · open-ended revelation
Semantic match: ranked by plot structure
Distance: 0.1539
A posthuman software mind joins a galaxy-spanning search after a cosmic disaster threatens the future of intelligence.
Why this is here
Plot structure labels: origin story · quest narrative · episodic structure · multi-threaded plot · expansive scope · time jumps · revelation-driven
Semantic match: ranked by plot structure
Distance: 0.1289
A young thaumaturge pursues mastery of five magic arts to restore his family’s honor and win a queen’s hand.
Why this is here
Plot structure labels: episodic structure · self-contained sections · quest progression · incremental escalation · repeating pattern · training arc · reveal-driven · single-thread convergence · quest chain · cause and effect
Semantic match: ranked by plot structure
Distance: 0.1295
A newly elected teen queen and her handmaidens navigate Naboo politics as invasion nears and identities blur.
Why this is here
Plot structure labels: origin story · ensemble introduction · parallel timeline · scene fragments · gap filling · retelling · time jumps · slow build · late escalation · episodic
Semantic match: ranked by plot structure
Distance: 0.1299
A coma survivor gains touch-based visions of the future and must decide whether to stop a rising political threat.
Why this is here
Plot structure labels: origin story · episodic structure · multiple plot threads · character study · slow buildup · third-act shift · cat-and-mouse · moral dilemma · prophecy reveal · surprise ending · vignette structure
Semantic match: ranked by plot structure
Distance: 0.1345
An earthquake unleashes a mysterious fog across England, turning those who breathe it into violent madmen.
Why this is here
Plot structure labels: episodic vignettes · set-piece driven · slow escalation · multiple perspectives · short-story feel · final third surge · science-explanation arc
Semantic match: ranked by plot structure
Distance: 0.1381
A reclusive, insomnia-plagued man discovers time travel after hypnotherapy and races to change a missing-sister past.
Why this is here
Plot structure labels: episodic structure · serialized origin · slow build · gradual reveal · rule discovery · quest narrative · mystery unfolding · cliffhanger ending · open sequel hook · twist ending · multiple timelines · reveal-driven
Semantic match: ranked by plot structure
Distance: 0.1387
Five New Yorkers must unite as living embodiments of their city to protect New York from an ancient, interdimensional enemy.
Why this is here
Plot structure labels: ensemble introduction · team assembly · origin story · slow build · episodic structure · repetitive progression · mystery withholding · gradual reveal · long prologue · climax-driven
Semantic match: ranked by plot structure
Distance: 0.1410
A software company’s digital pets evolve into person-like beings, forcing their caretakers to confront AI, love, and rights.
Why this is here
Plot structure labels: longitudinal narrative · time jumps · episodic progression · over years · open-ended ending · anticlimactic ending (mixed)
Semantic match: ranked by plot structure
Distance: 0.1430
A Ghanaian girl cursed with death-bringing powers wanders the land, seeking the sky-born seed that changed her life.
Why this is here
Plot structure labels: origin story · nonlinear timeline · episodic journey · quest narrative · origin reveal · open ending · ambiguous ending · frame-like opening · time skips · compressed chronology
Semantic match: ranked by plot structure
Distance: 0.1466
A disgraced religious legion seeks truth beyond the galaxy and instead finds the first steps into Chaos.
Why this is here
Plot structure labels: origin story · prequel · chronological backfill · multi-phase structure · nonlinear timeline · flashbacks · slow fall · turning point reveal · cumulative tragedy
Semantic match: ranked by plot structure
Distance: 0.1486
