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Combine common axes
These books are ranked using the tone labels extracted for The Program.
Tone labels used: heartbreaking, tense, anxious, disturbing, oppressive, melancholy, romantic, intense, suspenseful, frustrating, angsty, dark, emotional
This does not mean the books share the same plot, setting, quality, or difficulty. It means their tone embeddings are close.
A shattered necromancer claws back from Hell to settle a deadly score in a future world of demons, magic, and betrayal.
Why this is here
Tone labels: dark · grim · violent · emotional · angsty · oppressive · frustrating · tense · pessimistic · bittersweet · intense · heartbreaking · suspenseful
Semantic match: ranked by tone
Distance: 0.0527
After leaving the Zone, survivors face a totalitarian society, political intrigue, and rising rebellion as secrets surface.
Why this is here
Tone labels: dark · somber · tense · anxious · intense · bleak · emotional · tragic · suspenseful · painful
Semantic match: ranked by tone
Distance: 0.0607
A wounded regime leader narrates his obsession with Juliette as power, secrets, and family pressure close in.
Why this is here
Tone labels: angsty · heartbreaking · intense · dark · emotional · melodramatic · sympathetic · romantic · brooding · oppressive
Semantic match: ranked by tone
Distance: 0.0607
A memory-shattered rebel faces a final clash for identity, love, and control as old enemies close in.
Why this is here
Tone labels: dark · emotional · bittersweet · intense · chaotic · brooding · romantic · angsty · gory · frustrating
Semantic match: ranked by tone
Distance: 0.0615
In a collapsing domed society, a volatile alpha and omega must face war, desire, and a brutal ending to their bond.
Why this is here
Tone labels: dark · gritty · tragic · heartbreaking · intense · angsty · brutal · depressing · emotionally devastating · suspenseful · bittersweet · romantic · disturbing
Semantic match: ranked by tone
Distance: 0.0625
After escaping prison, Khalani and her crew cross a deadly wasteland toward another city, where danger and desire collide.
Why this is here
Tone labels: dark · angsty · intense · heartbreaking · tense · emotional · brooding · high-stakes · romantic · desperate
Semantic match: ranked by tone
Distance: 0.0677
Back in Central, the Elrics are pulled into a murder cover-up, military secrets, and a conspiracy that turns personal fast.
Why this is here
Tone labels: emotional · dark · tense · tragic · dramatic · melancholy · gut wrenching · exciting · intense · suspenseful · humorous · angsty
Semantic match: ranked by tone
Distance: 0.0678
An Icelandic volcanologist faces eruptions, family strain, and a dangerous emotional upheaval as disaster looms.
Why this is here
Tone labels: heart-wrenching · tense · stressful · emotional · dark · dramatic · moody · anxious · devastating
Semantic match: ranked by tone
Distance: 0.0687
When a family funeral collides with an alien secret, Jake must choose between protecting his father and his brother.
Why this is here
Tone labels: dark · tense · bleak · emotional · somber · intense · anxious · heartbreaking
Semantic match: ranked by tone
Distance: 0.0693
Captured by a brutal new community, Jess and her friends must survive, keep secrets, and find a way to escape.
Why this is here
Tone labels: emotional · heartbreaking · tense · anxious · heart racing · dark · grim · angsty · suspenseful · exciting · dramatic
Semantic match: ranked by tone
Distance: 0.0717
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: 0.0719
A human rebel and a made royal heir become entangled in a dangerous, slow-burn sapphic romance amid revolt and court intrigue.
Why this is here
Tone labels: angsty · tense · bleak · romantic · emotional · heartbreaking · soft · sweet · brooding · urgent · rapturous · intense
Semantic match: ranked by tone
Distance: 0.0758
