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Combine common axes
These books are ranked using the plot structure labels extracted for Facets of Revolution.
Plot structure labels used: overarching plot, big reveals, slow build, action heavy, plot-heavy, cliffhanger ending, withheld information, revelation-driven, trial arc, quest-like progression, middle stretch drag, final third surge, series continuation, multiple twists
Focused on “battle-heavy” 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.
On the ninth floor, Carl and Donut enter faction war as the dungeon’s rules break, allies multiply, and deaths become real.
Why this is here
Plot structure labels: slow burn · big reveal · escalating stakes · large cast · multiple subplots · nonstop action · battle-heavy · cliffhanger ending · foreshadowed payoff · serialized arc · layered reveals · wide scope
Semantic match: ranked by plot structure
Distance: 0.1327
An overpowered healer is thrust into a weaker body in a strange modern-magic world and turns healing into a weapon.
Why this is here
Plot structure labels: cliffhanger ending · series setup · slow build · meandering plot · episodic encounters · power escalation · quest setup · reveals by accumulation · setup-heavy · open ending
Semantic match: ranked by plot structure
Distance: 0.1082
A disabled teen in a post-apocalyptic VR world uncovers a rare dodge build and races to save his family.
Why this is here
Plot structure labels: slow burn · late twist · cliffhanger · build-up payoff · near-end revelations · endgame reversal · progression arc · series setup · plot twists · foreshadowed reveal
Semantic match: ranked by plot structure
Distance: 0.1133
A debt-ridden woman takes a job at a secret hotel and falls into a dangerous, fated bond with a masked guest.
Why this is here
Plot structure labels: slow reveal · info-dump heavy · rushed ending · fast-paced · opening hook · midpoint escalation · open-ended · overarching series plot · mystery reveal · worldbuilding first · uneven pacing
Semantic match: ranked by plot structure
Distance: 0.1134
An ex-con in the Alaskan wilds uncovers a secret breach, a deadly artifact, and a race to stop an apocalypse.
Why this is here
Plot structure labels: slow build · breakneck opening · nonstop action · twists and turns · short chapters · flashbacks · multiple reveals · cliffhanger ending · series setup · unpredictable plot · quest for answers · quest narrative
Semantic match: ranked by plot structure
Distance: 0.1156
In a near-future utopia, the last librarian races to save physical books before a government-led purge hides the truth.
Why this is here
Plot structure labels: high-stakes countdown · cliffhanger ending · series continuation · slow burn · fast-paced finale · twists and reveals · multiple factions · withheld information · convoluted intrigue · quest structure
Semantic match: ranked by plot structure
Distance: 0.1177
A teen with emerging powers stays at a secretive school over summer and uncovers deeper truths, betrayals, and danger.
Why this is here
Plot structure labels: series continuation · cliffhanger ending · quest narrative · investigation plot · reveal-driven · slow build · exposition heavy · worldbuilding dump · betrayal reveal · open ending
Semantic match: ranked by plot structure
Distance: 0.1191
A teen in a genetically stratified future takes a museum job caring for a Neanderthal and uncovers unsettling truths.
Why this is here
Plot structure labels: slow build · info dump · rushed ending · cliffhanger · series setup · mystery reveal · action-heavy finale · gradual revelation
Semantic match: ranked by plot structure
Distance: 0.1200
A retiring space-navy captain is handed a decaying warship, a misfit crew, and a hidden threat that could return.
Why this is here
Plot structure labels: slow build · setup-heavy · logistics-driven · cliffhanger ending · series setup · mystery reveal · multiple plot threads · gradual escalation
Semantic match: ranked by plot structure
Distance: 0.1201
A reluctant college-bound loner gains dangerous magic powers and is dragged into a secret war to save Earth.
Why this is here
Plot structure labels: slow build · action-heavy · cliffhanger ending · series setup · open ending · twist ending · progression arc · coming-of-age arc · multi-act shift
Semantic match: ranked by plot structure
Distance: 0.1209
Scientists in Antarctica uncover an ancient under-ice secret that triggers a deadly evolutionary horror.
Why this is here
Plot structure labels: slow build · info-dump heavy · multiple POVs · chapter cliffhangers · mystery reveal · second-half escalation · action climax · open ending · series setup · prologue framing
Semantic match: ranked by plot structure
Distance: 0.1213
After a camping trip, a group of Australian teens returns to find their town occupied and must decide how to survive.
Why this is here
Plot structure labels: slow build · cliffhanger ending · open ending · limited-information narration · chronological reveal · action escalation · planning-heavy · exposition-heavy · series setup
Semantic match: ranked by plot structure
Distance: 0.1225
