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Combine common axes
These books are ranked using the plot structure labels extracted for Sideswiped.
Plot structure labels used: prequel, teaser, setup story, cliffhanger, open ending, partial backstory, introductory reveal, action-driven, fast-paced, limited scope
Focused on “action-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.
A teen survives a bus crash and gains a chilling power to see how people die, opening a new chapter in a shared universe.
Why this is here
Plot structure labels: setup · teaser · prologue · serial installment · cliffhanger · fast-paced · rushed · short-form · partial story · introductory chapter
Semantic match: ranked by plot structure
Distance: 0.0755
When a long-lost first love returns unchanged, a married father must choose between past desire and present family.
Why this is here
Plot structure labels: prequel vignette · teaser story · open ending · cliffhanger · short-form setup · build-up · withheld backstory · interlocking perspectives
Semantic match: ranked by plot structure
Distance: 0.0941
A logic-trained girl engineer is pulled into a secret dig that forces her to confront forbidden memories and a hunted identity.
Why this is here
Plot structure labels: prequel backstory · mystery reveal · coming-of-age arc · slow build · fast-paced · action-driven · twists and turns · search for identity · setup ending
Semantic match: ranked by plot structure
Distance: 0.1244
A Luxen boy and a human girl fall hard in a secret, forbidden romance that threatens both their families and future.
Why this is here
Plot structure labels: prequel · backstory reveal · mixed POVs · cliffhanger ending · open ending · short-form pacing · fast read
Semantic match: ranked by plot structure
Distance: 0.0946
A short companion novella follows Prince Maxon before the Selection, revealing his nerves, duty, and first reactions to the girls.
Why this is here
Plot structure labels: prequel · retelling · overlap · scene replay · setup first · partial backstory · teaser ending · limited new plot
Semantic match: ranked by plot structure
Distance: 0.1058
An isolated teen escapes captivity and enters a hidden world of meta-humans while pursued by powerful forces.
Why this is here
Plot structure labels: origin story · series starter · slow reveal · cliffhanger ending · open ending · action-driven · mystery withholding · setup volume
Semantic match: ranked by plot structure
Distance: 0.1366
A rogue CIA assassin revived by a dark entity must fight his violent impulses while stopping a global attack.
Why this is here
Plot structure labels: origin story · prequel structure · multi-perspective · multiple POV · fast-paced · action-driven · short chapters · high body count · ongoing escalation · interlocking plotlines · international conspiracy · twists
Semantic match: ranked by plot structure
Distance: 0.1367
On Christmas Eve, an EMP blackout traps a reclusive veteran in Chicago as sudden disaster forces impossible choices.
Why this is here
Plot structure labels: prequel · origin story · backstory reveal · moment zero · short teaser · setup novella · split-second decisions · contained snapshot · cliffhanger setup
Semantic match: ranked by plot structure
Distance: 0.1098
A runaway foster teen hunts her missing hacker brother while a ruthless corporation tries to bury a deadly secret.
Why this is here
Plot structure labels: fast-paced · action-driven · cliffhanger ending · series setup · multiple threads · intercut perspectives · nonlinear opening · chase-heavy · reveal-driven · unresolved ending · prologue framing
Semantic match: ranked by plot structure
Distance: 0.1401
A shy new kid at school discovers only she can see mysterious creatures tied to fear, friendship, and danger.
Why this is here
Plot structure labels: introduces premise then expands into mystery · abrupt ending · cliffhanger · open ending · setup for sequel · fast-paced · short form · wordless sequences · action-driven · unresolved threads
Semantic match: ranked by plot structure
Distance: 0.1413
A Republic Marine faces a brutal uprising and an unexpected path into the galaxy’s elite fighting force.
Why this is here
Plot structure labels: prequel · origin story · introductory entry · teaser · setup for later books · open-ended · short form · battle-driven
Semantic match: ranked by plot structure
Distance: 0.1147
A short prequel comic follows teenage Ellie’s first steps beyond the walls as she befriends Riley and meets the Fireflies.
Why this is here
Plot structure labels: prequel · origin story · backstory reveal · set-up · short form · minimal exposition
Semantic match: ranked by plot structure
Distance: 0.1176
