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Combine common axes
These books are ranked using the plot structure labels extracted for Uglies.
Plot structure labels used: coming of age, quest, blackmail, moral choice, hidden truth, secret society, series setup, open ending, midpoint reveal, slow build, action-oriented
Focused on “cliffhanger” 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 midwife in a harsh walled future risks everything to rescue her arrested parents and uncover her society’s secrets.
Why this is here
Plot structure labels: quest narrative · mystery unfolding · code breaking · secrets revealed gradually · escape and infiltration · open ending · cliffhanger · series setup · action-driven · slow build
Semantic match: ranked by plot structure
Distance: 0.1620
A middle school boy with supervillain parents must hide his own powers and team up with unexpected friends to save them.
Why this is here
Plot structure labels: coming of age · identity crisis · hidden powers · friends join quest · mystery reveal · quest rescue · series setup · teaser ending · twists
Semantic match: ranked by plot structure
Distance: 0.1392
In a computer-run future of drugged conformity, one uneasy man begins to question a perfect world built to erase freedom.
Why this is here
Plot structure labels: coming of age · rebellion arc · escape narrative · quest for truth · twist ending · sectioned structure · slow build · late reveal
Semantic match: ranked by plot structure
Distance: 0.1489
On a rail-covered world, a young apprentice joins a mole-hunting train and uncovers a secret beyond the tracks.
Why this is here
Plot structure labels: coming of age · quest narrative · revelation-driven · mystery reveal · frame-breaking narration · slow build · action-oriented finish · twinned quest
Semantic match: ranked by plot structure
Distance: 0.1493
An apprentice torturer exiled for showing mercy begins a strange journey through a dying far-future world.
Why this is here
Plot structure labels: coming of age · quest journey · episodic · meandering · abrupt ending · cliffhanger · slow build · mystery reveal · unreliable narration · frame narrative · fragmented clues · nonlinear recollection
Semantic match: ranked by plot structure
Distance: 0.1800
A teenage outcast in a walled future village discovers secrets about old tech, power, and a deadly changed world.
Why this is here
Plot structure labels: quest · coming-of-age arc · frame narrative · retrospective narration · slow build · call to action · revelation-driven · series setup · open ending · first-half setup second-half movement
Semantic match: ranked by plot structure
Distance: 0.1508
A teen faces state selection in a post-apocalyptic caste society where service, survival, and hidden truths collide.
Why this is here
Plot structure labels: multi-protagonist · alternate viewpoints · gradual reveal · secret history · conspiracy uncovering · cliffhanger · open ending · series setup · action-driven · exposition-heavy
Semantic match: ranked by plot structure
Distance: 0.1842
A servant girl with forbidden paper magic is swept into a skyship hunt, empire secrets, and a fight over what shikigami are.
Why this is here
Plot structure labels: series opener · cliffhanger ending · open ending · quest structure · fast-paced · action-driven · interwoven POVs · interludes · mystery reveals · withheld answers · training arc · coming-of-age arc · quest derailed by rebellion · multiple twists · late-game action surge
Semantic match: ranked by plot structure
Distance: 0.1557
A stray dog with human memories roams England, searching for the truth behind his past life.
Why this is here
Plot structure labels: coming-of-age · quest · episodic · mystery reveal · twist ending · gradual revelation · search narrative · journey narrative · withheld backstory
Semantic match: ranked by plot structure
Distance: 0.1566
A curious young man in Earth’s last city uncovers buried truths that could shatter a stagnant immortal civilization.
Why this is here
Plot structure labels: quest narrative · coming-of-age · mystery discovery · slow build · episodic journey · revelation-driven · open ending · ambiguous ending · partial explanation · indirect narration · summary-heavy
Semantic match: ranked by plot structure
Distance: 0.1647
A young girl disabled by an alien illness becomes a brainship and hunts for the plague’s source with her chosen partner.
Why this is here
Plot structure labels: coming of age · quest narrative · episodic adventures · multiple plotlines · mystery thread · character-driven · happy ending
Semantic match: ranked by plot structure
Distance: 0.1669
A curious teen in a walled village uncovers a hidden world, a dangerous truth, and a path toward escape.
Why this is here
Plot structure labels: mystery reveal · quest narrative · coming-of-age journey · series setup · cliffhanger ending · slow build · quest for answers · midbook acceleration · unanswered questions
Semantic match: ranked by plot structure
Distance: 0.1671
