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Combine common axes
These books are ranked using the tone labels extracted for 小蘑菇.
Tone labels used: dark, bleak, melancholic, angsty, sorrowful, suspenseful, tense, poignant, sweet, hopeful, bittersweet, brutal
This does not mean the books share the same plot, setting, quality, or difficulty. It means their tone embeddings are close.
A boy with deer antlers leaves his hidden home after tragedy and enters a brutal world of plague, hybrids, and secrets.
Why this is here
Tone labels: bleak · dark · brutal · melancholic · heartfelt · emotional · hopeful · moving · grim · tender · rough · suspenseful · sad · creepy
Semantic match: ranked by tone
Distance: 0.0381
As war closes in, Gregor must crack a final prophecy and decide whether fate, family, or choice will define the end.
Why this is here
Tone labels: dark · bleak · melancholic · somber · emotional · heartbreaking · tense · hopeful · bittersweet · thought-provoking · brutal
Semantic match: ranked by tone
Distance: 0.0403
A cloned teenage assassin escapes her creators and fights to claim an identity beyond violence and control.
Why this is here
Tone labels: dark · bleak · tragic · angsty · brutal · mature · hopeful · melancholic · intense · gripping · heartbreaking
Semantic match: ranked by tone
Distance: 0.0456
In a war-torn galaxy, a Jedi heroine must confront her fallen twin and decide the future of the Force.
Why this is here
Tone labels: dark · bleak · tragic · heartbreaking · bittersweet · somber · tense · emotional · melancholic
Semantic match: ranked by tone
Distance: 0.0474
A fugitive lightning-bearer hunts allies to fight a tyrant king while betrayal, power, and guilt reshape her.
Why this is here
Tone labels: dark · angsty · tense · emotional · brooding · bleak · intense · melodramatic · sad · suspenseful
Semantic match: ranked by tone
Distance: 0.0504
A conscripted space recruit becomes the only thing keeping a returned captive pilot alive, and their minds start to merge.
Why this is here
Tone labels: dark · bleak · hopeful · angsty · claustrophobic · tense · atmospheric · sexy · suspenseful · tender · emotional · melancholic
Semantic match: ranked by tone
Distance: 0.0508
A genetically engineered teen and her flock race to survive a shattered Earth and uncover who caused the apocalypse.
Why this is here
Tone labels: dark · tense · emotional · melodramatic · angsty · bleak · suspenseful · bittersweet
Semantic match: ranked by tone
Distance: 0.0519
A grieving exiled protector hunts an assassin and uncovers a divine conspiracy that could reshape his world.
Why this is here
Tone labels: dark · bleak · emotional · bittersweet · tragic · melancholic · gritty · intimate · tense · sweeping · mature
Semantic match: ranked by tone
Distance: 0.0528
In flooded near-future London, a grieving detective investigates a murder and falls for the prime suspect.
Why this is here
Tone labels: bleak · dark · angsty · tense · heartbreaking · sad · emotional · haunting · gripping · suspenseful · melancholic · high-angst
Semantic match: ranked by tone
Distance: 0.0542
An aging corporate swordswoman takes one last job and uncovers a lethal conspiracy on a harsh colony world.
Why this is here
Tone labels: bleak · grim · cold · depressing · moody · atmospheric · melancholic · suspenseful · contemplative · heartfelt · tense · serious · relentlessly cruel
Semantic match: ranked by tone
Distance: 0.0543
A corrupted anti-life virus turns the DC world into a zombie apocalypse, forcing heroes and villains to fight for survival.
Why this is here
Tone labels: dark · bleak · grim · depressing · hopeful · heartfelt · emotional · tense · suspenseful · grim but uplifting · violent · bloody · bittersweet
Semantic match: ranked by tone
Distance: 0.0577
A young historian’s time-travel research goes wrong, trapping her in plague-era England as Oxford faces its own crisis.
Why this is here
Tone labels: dark · bittersweet · tragic · hopeful · heartbreaking · humorous · tense · melancholic · grim
Semantic match: ranked by tone
Distance: 0.0580
