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Combine common axes
These books are ranked using the plot structure labels extracted for The Girl Who Could Fly.
Plot structure labels used: discovery of powers, escalating secrecy, school reveal, beneath-the-surface mystery, slow build, twists and turns, midbook tonal shift, withheld information, fast-paced finale, surprise reveal
Focused on “twists and turns” 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.
An intelligence officer hunts a rogue captain across the galaxy, uncovering a conspiracy that could shake the empire.
Why this is here
Plot structure labels: mystery reveal · slow-burn conspiracy · open ending · series setup · cliffhanger ending · withheld answers · escalating revelations · action-driven · twists and turns
Semantic match: ranked by plot structure
Distance: 0.1633
In a beauty-obsessed world, an STD grants perfection to those infected—until deadly consequences spark a conspiracy chase.
Why this is here
Plot structure labels: mystery reveal · investigation-led · conspiracy thriller · ticking clock · cliffhanger ending · serialized arc · action escalation · slow-burn setup · twists and turns · information withholding
Semantic match: ranked by plot structure
Distance: 0.1715
An orphaned boy learns he can cross into a secret eighth day where ancient magic could destroy the normal world.
Why this is here
Plot structure labels: mystery reveal · slow reveal · cliffhanger ending · series setup · fast-paced · page-turner · twists and turns · rising danger · high-stakes climax · unexpected reveals · withheld backstory
Semantic match: ranked by plot structure
Distance: 0.1720
In a post-zombie future, two bloggers cover a presidential campaign and uncover a deadly conspiracy.
Why this is here
Plot structure labels: slow burn · info-dump heavy · mystery reveal · conspiracy unraveling · action bursts · unexpected twists · character-driven
Semantic match: ranked by plot structure
Distance: 0.1425
Fifteen strangers wake on a hostile alien world with missing memories and must survive while uncovering why they were brought there.
Why this is here
Plot structure labels: slow reveal · mystery-driven · action-driven · twists and turns · progressive discovery · withheld backstory · multiple reveals · escalating danger · open ending
Semantic match: ranked by plot structure
Distance: 0.1728
A teen training in her family’s memory-erasing business uncovers missing time, town secrets, and a buried past.
Why this is here
Plot structure labels: slow reveal · mystery escalation · twists and turns · missing time · memory gaps · dual investigation · late reveal · final twist · rising tension · clue-driven
Semantic match: ranked by plot structure
Distance: 0.1757
The Doctor investigates a Dalek-run utopia where humans think his oldest enemies are benevolent saviors.
Why this is here
Plot structure labels: mystery reveal · slow build · twists and turns · late climax · reset ending · timey-wimey · paradox plot · withheld explanation
Semantic match: ranked by plot structure
Distance: 0.1779
In a near-future NASA crisis, a PR man and a billionaire chase clues to a 50-year-old Moon landing secret.
Why this is here
Plot structure labels: slow build · mystery reveal · clue-driven · withheld information · cover-up investigation · twist ending · final reveal · multiple viewpoints
Semantic match: ranked by plot structure
Distance: 0.1521
In an 1980s small town, grieving parents uncover a secret genetic project tied to missing and endangered children.
Why this is here
Plot structure labels: mystery unraveling · slow build · twist ending · late reveal · multiple twists · misdirection · investigation-driven · conspiracy reveal · accelerating suspense
Semantic match: ranked by plot structure
Distance: 0.1601
When a London bank’s strange algorithm sparks vampire-like symptoms, Bob Howard’s secret agency must confront what it insists cannot exist.
Why this is here
Plot structure labels: investigation · escalating reveal · midbook pivot · twist ending · series-turning point · recap-heavy · repetitive exposition · dual-layer conspiracy · setup-and-payoff
Semantic match: ranked by plot structure
Distance: 0.1607
A down-on-his-luck private eye on a generation ship investigates a suspicious death and stumbles into a larger secret.
Why this is here
Plot structure labels: slow reveal · layered mystery · early clues · twist-driven · escalating stakes · conspiracy reveal · late explanation · multiple reveals · red herrings · satisfying conclusion
Semantic match: ranked by plot structure
Distance: 0.1610
In a world where people have nine lives, a teen who refuses to burn them uncovers a hidden conspiracy.
Why this is here
Plot structure labels: slow burn · fast paced · mystery reveal · conspiracy escalation · withheld explanations · open ending · twist-driven · investigative arc · repeated reversals
Semantic match: ranked by plot structure
Distance: 0.1612
