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Combine common axes
These books are ranked using the plot structure labels extracted for Them or Us.
Plot structure labels used: series conclusion, slower paced, reflective, bleak escalation, power struggle, factional conflict, survival-driven, less action-heavy, setup-heavy, final showdown
Focused on “series setup” 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.
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: 0.1678
When a global blackout kills modern technology, a teen and his neighborhood must improvise to survive.
Why this is here
Plot structure labels: slow burn · page turner · action builds · cliffhanger ending · abrupt ending · unresolved ending · battle climax · series setup · small conflicts · escalating crisis · survival progression
Semantic match: ranked by plot structure
Distance: 0.1687
A young mage and mechanic from rival guilds must survive together and uncover the truth behind their divided world.
Why this is here
Plot structure labels: forced together · survival after attack · quest-driven · slow build · setup heavy · worldbuilding first · mid-book reveal · series setup · open-ended ending · miscommunication
Semantic match: ranked by plot structure
Distance: 0.1726
A survivor and his father are trapped in a frozen post-apocalyptic world where ancient tech, monsters, and gods lurk below.
Why this is here
Plot structure labels: slow start · late inciting incident · gradual reveal · long build · action-heavy · quest structure · survival gauntlet · mystery reveal · series setup · open-ended ending · loose ends
Semantic match: ranked by plot structure
Distance: 0.1777
As an alien armada closes in, Earth races to survive a brutal, politically fraught war for humanity’s future.
Why this is here
Plot structure labels: series conclusion · build to battle · slow burn · multiple viewpoints · parallel threads · back-and-forth structure · epilogue · loose ends
Semantic match: ranked by plot structure
Distance: 0.1500
A belter miner and a wealthy heiress are forced into a dangerous deep-space heist, with AI and trust issues in the way.
Why this is here
Plot structure labels: slow burn · action build · cliffhanger ending · series setup · character-driven · interpersonal conflict first · external conflict later · high tension
Semantic match: ranked by plot structure
Distance: 0.1810
A gifted teen mage faces possession, mythic politics, and a final struggle over souls, gates, and worlds.
Why this is here
Plot structure labels: series finale · loose ends · anti-climax · exposition heavy · talk-driven · low action · slow burn · wrap-up
Semantic match: ranked by plot structure
Distance: 0.1520
A family vacation in Cozumel becomes a deadly ritual game tied to Mayan prophecy, magic, and survival.
Why this is here
Plot structure labels: slow burn · fast-paced action · prologue setup · late escalation · third-act action · shocking twists · cliffhanger ending · open ending · series continuation · survival chase · dual perspective · withheld backstory · foreshadowing heavy · predictable core · revelation driven
Semantic match: ranked by plot structure
Distance: 0.1568
A brainwashed teen enforcer must choose between loyalty to the system and the remnants of her former self.
Why this is here
Plot structure labels: final installment · series continuation · quest arc · mission-driven · action-heavy · slow build · fast-paced · turnaround ending · bittersweet ending
Semantic match: ranked by plot structure
Distance: 0.1579
Breq must protect Athoek Station as civil war, alien visitors, and her old enemy converge on a fragile peace.
Why this is here
Plot structure labels: series finale · direct continuation · slow burn · ensemble focus · smaller scope · anticlimactic ending · action climax · interior buildup
Semantic match: ranked by plot structure
Distance: 0.1603
As long-building revenge and conspiracy collide, The Boys face their biggest showdown yet against supers and the government.
Why this is here
Plot structure labels: slow burn · tension build · climactic showdown · big reveal · revelation-heavy · twist ending · epilogue · series culmination · withheld information · escalating conflict
Semantic match: ranked by plot structure
Distance: 0.1614
A mage-healer couple travels home through prejudice and danger while trying to build a life that unites two cultures.
Why this is here
Plot structure labels: series conclusion · one-long-story feel · slow build · journey narrative · road trip · gradual escalation · setup payoff · epilogue payoff · quiet climax
Semantic match: ranked by plot structure
Distance: 0.1614
