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Combine common axes
These books are ranked using the tone labels extracted for Transformers, Vol. 3: Combiner Chaos.
Tone labels used: brutal, intense, dramatic, dark, fun, thrilling, emotional, chaotic, grim, high-energy
This does not mean the books share the same plot, setting, quality, or difficulty. It means their tone embeddings are close.
Darth Vader hunts a surviving Jedi librarian while uncovering a conspiracy against him inside the Empire.
Why this is here
Tone labels: dark · intense · tense · brooding · tragic · brutal · fun · epic · cool · emotional · ruthless · suspenseful
Semantic match: ranked by tone
Distance: 0.0685
A runaway tech heiress and an outlaw smuggler must team up to save her sister and stop a rogue AI.
Why this is here
Tone labels: intense · electric · gritty · adrenaline-fueled · dark · chaotic · fun · cinematic · emotional · dangerous
Semantic match: ranked by tone
Distance: 0.0697
A disillusioned miner rises through Sith ranks in the Old Republic, discovering the path that will remake the dark side.
Why this is here
Tone labels: dark · grim · intense · brooding · tragic · exciting · fun · serious · thoughtful · violent · awe-filled
Semantic match: ranked by tone
Distance: 0.0703
Mark is lured to an alien world to help save it, only to face shocking family revelations and a brutal war.
Why this is here
Tone labels: dramatic · exciting · emotional · brutal · violent · fun · visceral · darkly funny · shocking
Semantic match: ranked by tone
Distance: 0.0709
A young superhero’s life grows darker, bigger, and more morally complex as old ties, new threats, and shifting loyalties collide.
Why this is here
Tone labels: fun · dark · violent · gory · brutal · melodramatic · emotional · serious · exciting · nostalgic · shocking · intense
Semantic match: ranked by tone
Distance: 0.0759
![Cover of ダンダダン 12 [Dan Da Dan 12] by Yukinobu Tatsu](https://m.media-amazon.com/images/S/compressed.photo.goodreads.com/books/1701118835i/202632899.jpg)
An alien invasion erupts as the team trains, reunites, and fights to survive while one member’s origins come into focus.
Semantic match: ranked by tone
Distance: 0.0803
A secret Sith apprentice defies orders to hunt a captured Jedi Padawan and test his hatred in secret.
Semantic match: ranked by tone
Distance: 0.0825
Joe Ledger’s new international team races to stop a rage-inducing bioweapon before terrorism sparks global war.
Why this is here
Tone labels: brutal · dark · bleak · intense · high-energy · harrowing · emotional · gritty · thrilling · fun (some readers)
Semantic match: ranked by tone
Distance: 0.0834
Doctor Octopus in Spider-Man’s body faces a citywide Goblin uprising, forcing a final showdown and Peter Parker’s return.
Why this is here
Tone labels: epic · dark · dramatic · emotional · tense · violent · fun · bittersweet · catastrophic · humorous
Semantic match: ranked by tone
Distance: 0.0864
A time-traveling teen fights to prevent a gang murder and keep friends from tearing apart the future.
Why this is here
Tone labels: intense · violent · emotional · anxious · dramatic · high-stakes · exciting · heartfelt · hardcore · chaotic
Semantic match: ranked by tone
Distance: 0.0884
![Cover of Red Rising (2 of 2) [Dramatized Adaptation] by Pierce Brown](https://m.media-amazon.com/images/S/compressed.photo.goodreads.com/books/1684224514i/150944780.jpg)
An enslaved underclass rebel infiltrates an elite academy to destroy the ruling caste from within.
Why this is here
Tone labels: brutal · intense · high-stakes · dark · emotional · serious · suspenseful · visceral · chaotic
Semantic match: ranked by tone
Distance: 0.0887
A deadly heart-game erupts inside a fragile refuge as survival, betrayal, and buried backstories collide.
Why this is here
Tone labels: intense · dark · gritty · violent · brutal · tense · chaotic · suspenseful · psychological · cynical · emotionally heavy
Semantic match: ranked by tone
Distance: 0.0896
