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Combine common axes
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 “beautiful” 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 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
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 young rebel, a trapped prince, and a vanished queen’s journals converge in a fight to topple a tyrant.
Why this is here
Tone labels: dark · heavy · brutal · hopeful · tense · somber · gritty · emotional · atmospheric · delicate · raw · beautiful
Semantic match: ranked by tone
Distance: 0.0816
A grieving witherer is fatebound to the brother's killer and must join his crew to survive, unravel truth, and stop a curse.
Why this is here
Tone labels: dark · emotional · heartbreaking · hopeful · tender · beautiful · sad · devastating · angsty · heartwarming · gripping · tense
Semantic match: ranked by tone
Distance: 0.0836
Two sisters with time-bending powers race through possible realities as grief, family trauma, and fate collide.
Why this is here
Tone labels: haunting · bleak · heartbreaking · melancholy · angry · raw · emotional · dark · beautiful · terrifying
Semantic match: ranked by tone
Distance: 0.0866
In a future where children license parenthood, a young inspector’s latest case exposes cracks in the system and his own past.
Why this is here
Tone labels: emotional · heartbreaking · bittersweet · hopeful · thought-provoking · haunting · wholesome · sweet · sad · unsettling · beautiful · heartwarming · heavy · dark · tender · uplifting
Semantic match: ranked by tone
Distance: 0.0871
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
