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These books are ranked using the tone labels extracted for More Happy Than Not.
Tone labels used: dark, sad, heartbreaking, hopeful, bittersweet, emotional, intense, raw, heavy, thought-provoking, devastating, moving
Focused on “anxiety-inducing” where exact label matches exist.
This does not mean the books share the same plot, setting, quality, or difficulty. It means their tone embeddings are close.
In a thought-broadcasting colony world, a teen boy and a stranded girl are pulled into war, secrets, and uneasy alliances.
Why this is here
Tone labels: intense · bleak · heartbreaking · emotional · anxiety-inducing · raw · hopeful · painful · unrelenting · beautiful · philosophical · gripping · brutal · thought-provoking
Semantic match: ranked by tone
Distance: 0.0722
A teen with a death clock is exiled beyond a wall and must race to find purpose, faith, and a way to save her people.
Why this is here
Tone labels: dark · heavy · intense · heartbreaking · hopeful · thought-provoking · emotional · suspenseful · grim · raw · disturbing
Semantic match: ranked by tone
Distance: 0.0575
A brilliant woman entering an elite mage order uncovers a world-shaking secret tied to magic, power, and oppression.
Why this is here
Tone labels: dark · bleak · tragic · brutal · intense · emotional · thought-provoking · hopeful · bittersweet · disturbing · rage-inducing
Semantic match: ranked by tone
Distance: 0.0584
A teen wizard must confront her mother’s terminal illness when magic cannot easily save the person she loves most.
Why this is here
Tone labels: heartbreaking · dark · emotional · serious · philosophical · tense · hopeful · bittersweet · mature · intense · touching
Semantic match: ranked by tone
Distance: 0.0672
A brief Leon-centered bridge story shows his aftermath after Gaia's escape and leads into the next Birthmarked book.
Why this is here
Tone labels: sad · heartbreaking · emotional · dark · intense · brief · bittersweet · hopeful
Semantic match: ranked by tone
Distance: 0.0685
In a Death-Cast world, two troubled boys form a bond while facing suicide, secrets, and a dangerous future.
Why this is here
Tone labels: heavy · dark · heartbreaking · emotional · depressing · intense · bleak · hopeful · tragic · melodramatic · wrenching
Semantic match: ranked by tone
Distance: 0.0699
In a ruined world of human-animal hybrids and plague fallout, Gus reaches Alaska for answers as danger closes in.
Why this is here
Tone labels: emotional · heartbreaking · bittersweet · dark · bleak · sweet · sincere · hopeful · tender · violent · beautiful · moving
Semantic match: ranked by tone
Distance: 0.0713
A traumatized young queen and her stoic guardian risk forbidden love inside a brutal dystopian regime.
Why this is here
Tone labels: dark · heartbreaking · emotional · angsty · tender · bittersweet · hopeful · intense · haunting · devastating · swoonworthy · romantic · raw
Semantic match: ranked by tone
Distance: 0.0726
![Cover of 進撃の巨人 34 [Shingeki no Kyojin 34] by Hajime Isayama](https://m.media-amazon.com/images/S/compressed.photo.goodreads.com/books/1622406464i/56304131.jpg)
The series finale brings the world’s last battle, forcing former allies to confront freedom, hatred, and the cost of survival.
Why this is here
Tone labels: bittersweet · dark · tragic · bleak · emotional · heartbreaking · intense · shocking
Semantic match: ranked by tone
Distance: 0.0729
![Cover of 전지적 독자 시점 5 [Jeonjijeog Dogja Sijeom 5] by singNsong](https://m.media-amazon.com/images/S/compressed.photo.goodreads.com/books/1602711623i/55673157.jpg)
A lone reader gets trapped inside a world-ending webnovel and must survive by using his knowledge of its ending.
Why this is here
Tone labels: emotional · bittersweet · tragic · hopeful · melancholy · heartbreaking · intense · devastating
Semantic match: ranked by tone
Distance: 0.0734
A Jewish shapeshifter in an alternate 1950s Third Reich races to finish a resistance mission after a failed assassination.
Why this is here
Tone labels: dark · brutal · heartbreaking · emotional · intense · suspenseful · harrowing · bittersweet · hopeful · triumphant · somber
Semantic match: ranked by tone
Distance: 0.0739
