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Combine common axes
These books are ranked using the tone labels extracted for A House of Rage and Sorrow.
Tone labels used: angsty, heartbreaking, emotional, somber, dark, intense, high-stakes, melancholic, brutal, haunting
This does not mean the books share the same plot, setting, quality, or difficulty. It means their tone embeddings are close.
After a devastating upheaval, Tris must navigate faction war, betrayal, and shifting loyalties while uncovering hidden truths.
Why this is here
Tone labels: dark · intense · angsty · somber · tense · emotional · high-stakes · mournful · thrilling · frustrating
Semantic match: ranked by tone
Distance: 0.0625
A cloned teenage assassin escapes her creators and fights to claim an identity beyond violence and control.
Why this is here
Tone labels: dark · bleak · tragic · angsty · brutal · mature · hopeful · melancholic · intense · gripping · heartbreaking
Semantic match: ranked by tone
Distance: 0.0669
A wounded war leader faces an enemy empire, buried secrets, and shifting bonds in a brutal, emotional science-fantasy clash.
Why this is here
Tone labels: emotional · heartbreaking · tragic · bittersweet · intense · dramatic · brutal · melancholic · hopeful · tense · angsty
Semantic match: ranked by tone
Distance: 0.0670
A Bonnie-and-Clyde-inspired YA space heist follows two outlaws and a cadet caught between law, love, and revolt.
Why this is here
Tone labels: intense · angsty · tragic · high-stakes · emotional · gritty · explosive · bittersweet · romantic · dark
Semantic match: ranked by tone
Distance: 0.0676
A masked rebel and a resistance leader are torn apart by betrayal, forcing love, vengeance, and survival to collide.
Why this is here
Tone labels: dark · emotional · heartbreaking · angsty · brutal · melodramatic · hopeful · intense · tragic · romantic
Semantic match: ranked by tone
Distance: 0.0685
A clone commando squad faces the end of the Clone Wars as loyalty, family, and obedience collide with Order 66.
Why this is here
Tone labels: dark · tragic · angsty · melodramatic · tense · heartbreaking · gritty · serious · suspenseful · emotional · somber
Semantic match: ranked by tone
Distance: 0.0690
As war engulfs the Lowlands, scattered allies race to stop an empire, a ritual, and a changing battlefield.
Why this is here
Tone labels: dark · bleak · brutal · tense · melancholic · heartbreaking · intense · emotionally charged
Semantic match: ranked by tone
Distance: 0.0701
A grieving exiled princess fights to reclaim her kingdom amid war, betrayal, and a dangerous enemies-to-lovers bond.
Why this is here
Tone labels: dark · intense · brutal · emotional · angsty · tense · heartbreaking · epic · unpredictable · high-stakes
Semantic match: ranked by tone
Distance: 0.0717
A sick, secretive lover tries to end a doomed relationship, but desire, rivals, and conspiracy keep pulling them back together.
Why this is here
Tone labels: angsty · melodramatic · heartbreaking · intense · dark · tragic · frustrating · emotionally exhausting · sensual
Semantic match: ranked by tone
Distance: 0.0720
After a near-death confession, two damaged men unravel a drug conspiracy while their toxic bond shifts in new directions.
Why this is here
Tone labels: angsty · melancholic · heartbreaking · intense · painful · unsettling · frustrating · emotional · dark · tragic · anxious · addictive · bittersweet
Semantic match: ranked by tone
Distance: 0.0732
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: 0.0735
A traumatized war orphan is forced through pirates, aliens, and espionage to choose who he can trust.
Why this is here
Tone labels: dark · intense · visceral · heartbreaking · angst · melancholy · tense · harrowing · gritty · emotional · haunting · brutal
Semantic match: ranked by tone
Distance: 0.0740
