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These books are ranked using the tone labels extracted for The End of the World Running Club.
Tone labels used: gritty, grim, emotional, hopeful, bittersweet, darkly comic, philosophical, tense, harrowing, depressing, uplifting, melancholic
This does not mean the books share the same plot, setting, quality, or difficulty. It means their tone embeddings are close.
A Bible-quoting gunslinger crosses a ruined future Earth, hunting Jerusalem and battling human and supernatural evil.
Why this is here
Tone labels: dark · somber · bleak · gritty · thoughtful · philosophical · melancholic · tense · brutal · hopeful
Semantic match: ranked by tone
Distance: 0.0571
After a brutal setback, two brothers pursue the Philosopher’s Stone while uncovering military secrets and hidden horrors.
Why this is here
Tone labels: dark · serious · humorous · emotional · melancholic · tense · bittersweet · intriguing · gritty · hopeful
Semantic match: ranked by tone
Distance: 0.0735
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: 0.0736
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: 0.0761
In a zombie-haunted walled town, a teen apprentice learns the real cost of survival, family, and mercy beyond the fence.
Why this is here
Tone labels: emotional · gritty · dark · hopeful · somber · tense · philosophical · thought-provoking · heartfelt · uplifting · fun · violent · eerie
Semantic match: ranked by tone
Distance: 0.0789
A dark prequel-sequel reveals the Ronin’s lost years while introducing the next generation of turtles.
Why this is here
Tone labels: dark · violent · brutal · tragic · somber · bleak · emotional · thoughtful · introspective · hopeful · nostalgic · melancholic · gritty · tense
Semantic match: ranked by tone
Distance: 0.0793
With a month left before an asteroid ends the world, a misfit teen hunts the truth behind her friend’s death.
Why this is here
Tone labels: bleak · dark · bittersweet · melancholic · tense · thought-provoking · emotional · humorous · heartbreaking · uncomfortable · hopeful
Semantic match: ranked by tone
Distance: 0.0819
As Gotham remains broken after a devastating earthquake, Batman and allies battle gangs, villains, and power grabs to reclaim the city.
Why this is here
Tone labels: dark · bleak · grim · melancholy · hopeful · tense · emotional · dour · serious · heartbreaking · bittersweet · melodramatic
Semantic match: ranked by tone
Distance: 0.0836
Two young women flee a barricaded safe zone, surviving zombies, grief, and a troubling transformation.
Why this is here
Tone labels: dark · melancholic · eerie · gritty · moody · intense · disturbing · hopeful · wistful · creepy · bleak · emotional · thoughtful · quirky
Semantic match: ranked by tone
Distance: 0.0855
A teen and her adoptive mother flee a deadly outbreak and cross a water-scarce wasteland toward rumored safety.
Why this is here
Tone labels: bleak · dark · gloomy · grim · gritty · brutal · atmospheric · desolate · hopeful · bittersweet · tense · emotional · raw
Semantic match: ranked by tone
Distance: 0.0870
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: 0.0870
The Fantastic Four age decade by decade in a real-time alternate history, with family bonds tested by Galactus and world events.
Why this is here
Tone labels: somber · dark · tragic · melancholic · heartbreaking · bittersweet · depressing · earnest · thoughtful · hopeful · ominous
Semantic match: ranked by tone
Distance: 0.0877
