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Combine common axes
These books are ranked using the tone labels extracted for Dustwalker.
Tone labels used: heartbreaking, heartwarming, hopeful, bleak, melancholy, swoony, sexy, tense, emotional, bittersweet, beautiful
This does not mean the books share the same plot, setting, quality, or difficulty. It means their tone embeddings are close.
A safe haven in a zombie apocalypse starts to fail, forcing Cassie and her survivors to face loss, love, and danger.
Why this is here
Tone labels: heartbreaking · emotional · hopeful · gritty · bleak · tender · romantic · humorous (light) · tense · grim
Semantic match: ranked by tone
Distance: 0.0563
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: 0.0664
A bullied small-town teen musician chases escape and stardom while family secrets and crime pull him back.
Why this is here
Tone labels: sad · heartbreaking · melancholy · angsty · emotional · bittersweet · hopeful · tense · earnest · heartwarming · fun
Semantic match: ranked by tone
Distance: 0.0711
Bennett must balance time travel, family, and a fragile love with Anna across two decades.
Why this is here
Tone labels: romantic · emotional · heartbreaking · sweet · swoony · bittersweet · hopeful · warm · tender · angsty
Semantic match: ranked by tone
Distance: 0.0722
In a storm-ravaged world, two lovers race to a last safe haven while rescuing a kidnapped friend and uniting rival groups.
Why this is here
Tone labels: emotional · intense · heartbreaking · hopeful · swoony · tragic · tense · beautiful · satisfying · bittersweet
Semantic match: ranked by tone
Distance: 0.0726
An alien gladiator rescues his long-dreamed mate from brutal captivity and helps her face trauma, trust, and a hard future.
Why this is here
Tone labels: dark · somber · heartwarming · romantic · angsty · emotional · tender · funny · sweet · hopeful · heartbreaking
Semantic match: ranked by tone
Distance: 0.0745
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: 0.0761
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: 0.0774
An older queer couple takes one last cross-country road trip as a black hole brings Earth’s final days closer.
Why this is here
Tone labels: heartbreaking · poignant · melancholy · hopeful · devastating · bittersweet · reflective · quiet · somber · tender · heartwarming · bleak · comforting · emotional
Semantic match: ranked by tone
Distance: 0.0774
A sentient mushroom infiltrates a human base to recover his spore, only to face a wary judge and an unraveling apocalypse.
Why this is here
Tone labels: angsty · heartbreaking · sweet · hopeful · dark · bleak · humorous · wholesome · tender · muted · poignant · devastating · adorable · emotional · warm
Semantic match: ranked by tone
Distance: 0.0787
A bored teen and a boy from 1925 meet on one beach, uncover a mystery, and race to save their impossible love.
Why this is here
Tone labels: romantic · bittersweet · tragic · melancholy · dreamy · swoony · emotional · sweet · angsty · poignant · hopeful
Semantic match: ranked by tone
Distance: 0.0799
Two household AIs flee abuse, discover freedom, and fall in love while hunted through a near-future dystopia.
Why this is here
Tone labels: bleak · heartbreaking · angsty · hopeful · tender · sweet · poignant · melancholy · emotional · atmospheric · nerve-wracking · bittersweet
Semantic match: ranked by tone
Distance: 0.0817
