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Combine common axes
These books are ranked using the plot structure labels extracted for Our Hideous Progeny.
Plot structure labels used: slow burn, slow start, backstory heavy, character-driven, atmospheric build, flashbacks, family papers reveal, quest narrative, deadly chase, rival pursuit, midbook escalation, late payoff, twists and turns, epistolary elements, chapter endings
Focused on “flashbacks” 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 grieving scientist in Antarctica discovers a strange light that may open a door to second chances, love, and time itself.
Why this is here
Plot structure labels: slow burn · two-part structure · backstory heavy · timeline shifts · flashbacks · late reveal · halfway turn · alternate reality turn · backwards chronology · quest narrative · page-turner
Semantic match: ranked by plot structure
Distance: 0.1101
Superheroes stranded on a rural farm untangle a decade-old mystery while searching for a way home.
Why this is here
Plot structure labels: slow-burn mystery · backstory-driven · flashbacks · interwoven timelines · character-by-character reveals · build-up · cliffhanger ending · open ending · serial arc · episodic focus
Semantic match: ranked by plot structure
Distance: 0.1161
An orphaned girl enters the Frankenstein household and learns survival may depend on controlling the boy she’s meant to serve.
Why this is here
Plot structure labels: slow burn · character-driven · dual timeline · flashbacks · present-day investigation · mystery reveal · late escalation · twist ending · epilogue
Semantic match: ranked by plot structure
Distance: 0.1189
A PTSD-stricken sheriff must survive a zombie outbreak and find her runaway sister as her town collapses.
Why this is here
Plot structure labels: slow burn · action escalation · cliffhanger ending · twist ending · quest narrative · survival journey · episodic sections · multiple perspectives · flashbacks · builds to outbreak
Semantic match: ranked by plot structure
Distance: 0.1233
A grieving teen is drawn into a secret vampire-hunting agency, where family history, monsters, and lies collide.
Why this is here
Plot structure labels: dual timeline · flashbacks · past and present · alternating chapters · mystery reveal · slow burn · action-driven · training arc · quest narrative · late payoff · clue layering
Semantic match: ranked by plot structure
Distance: 0.1270
A retired Weyland-Yutani security chief must return to a besieged space station to save his estranged son and stop an alien outbreak.
Why this is here
Plot structure labels: slow burn · ramp-up · claustrophobic chase · betrayal twist · flashbacks · reveal-driven · cliffhanger · setup arc · escalation · mission structure
Semantic match: ranked by plot structure
Distance: 0.1289
A human and the alien soul occupying her body must coexist to survive and find the people they love.
Why this is here
Plot structure labels: slow burn · slow start · gradual reveal · internal dialogue · flashbacks · character-driven · rising emotional tension · long form · converging storylines · quest
Semantic match: ranked by plot structure
Distance: 0.1292
Three journeys collide in a Britain-like fantasy world of griffins, memory-wiped soldiers, and imperial ambition.
Why this is here
Plot structure labels: slow burn · multi-threaded · interwoven storylines · split POV arcs · quest structure · travel narrative · late convergence · piecewise reveals · slow build · explosive ending · cliffhanger
Semantic match: ranked by plot structure
Distance: 0.1050
A small crew aboard an AI-controlled warship enters alien territory and discovers their mission, their ship, and their war aren't what they seem.
Why this is here
Plot structure labels: slow burn · incremental reveals · backstory-heavy · multiple POVs · chapter alternation · late escalation · climactic reveal · action intercut with character study · prologue framing · time skips · mystery-driven
Semantic match: ranked by plot structure
Distance: 0.1108
Two orphaned best friends guide tourists through a deadly underground Void, until a rescue mission forces one deeper than ever.
Why this is here
Plot structure labels: slow burn · descent narrative · layered escalation · rescue mission · quest structure · action-driven · twist ending · reveal-driven · epigraphs · chapter excerpts · straightforward plot · fast-paced · cliffhanger ending
Semantic match: ranked by plot structure
Distance: 0.1159
A human heir stranded on a low-tech world must navigate nomad culture, alien intrigue, and a dangerous slow-burn romance.
Why this is here
Plot structure labels: slow burn · long journey · quest structure · culture-first · background intrigue · romance subplot · delayed revelations · gradual build · multiple turns · open-ended series arc · satisfying standalone ending · first half slow · back half accelerates · travel narrative
Semantic match: ranked by plot structure
Distance: 0.1167
A boy in a barren future city is exiled into a hummingbird drone and uncovers his people’s hidden truth.
Why this is here
Plot structure labels: slow burn · late reveal · midpoint shift · epilogue twist · framing narrative · quest narrative · mystery buildup · worldbuilding-heavy · action surge · withheld backstory · gradual escalation · series connection in epilogue
Semantic match: ranked by plot structure
Distance: 0.1169
