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These books are ranked using the tone labels extracted for The Cost of Knowing.
Tone labels used: heartbreaking, emotionally heavy, hopeful, bittersweet, poignant, intense, gripping, heartwarming, tragic, anxious
Focused on “thrilling” 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.
The final Noughts & Crosses novel brings murder, kidnapping, and political turmoil to a tense close in a race-reversed world.
Why this is here
Tone labels: emotional · heartbreaking · gripping · tense · thrilling · bittersweet · hopeful · dramatic · tragic · intense
Semantic match: ranked by tone
Distance: 0.0692
A planned-out teen falls for a boy who claims to remember their future together, even as his memories turn ominous.
Why this is here
Tone labels: bittersweet · emotional · sad · hopeful · heartbreaking · nostalgic · poignant · sweet · intense · haunting · warm · thrilling
Semantic match: ranked by tone
Distance: 0.0887
A multi-decade finale of clan wars and jade power tests family, loyalty, and survival in a changing nation.
Why this is here
Tone labels: devastating · emotional · tragic · hopeful · intense · heartbreaking · satisfying · cathartic · gritty · dark · melancholy · thrilling
Semantic match: ranked by tone
Distance: 0.0952
A trapped hawk-boy gets pulled into rescuing escaped aliens and faces a life-changing bargain with a meddling cosmic force.
Why this is here
Tone labels: emotional · angsty · hopeful · bittersweet · tragic · intense · anxious · uplifting · heartbreaking
Semantic match: ranked by tone
Distance: 0.0671
Levi’s pre-Corps past reaches a tragic turning point during a mission that forges his fate and his bond with Erwin.
Why this is here
Tone labels: heartbreaking · sad · tragic · emotional · gut-wrenching · hopeful · intense · bittersweet · cruel
Semantic match: ranked by tone
Distance: 0.0683
![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: 0.0690
Three ordinary pets are turned into cyborg weapons, then escape and fight to find home while pursued by their makers.
Why this is here
Tone labels: heartbreaking · violent · brutal · poignant · emotional · sad · unsettling · hopeful · heartwarming · bittersweet
Semantic match: ranked by tone
Distance: 0.0767
A mixed-race teen in a racially divided future is pulled into family secrets, shifting loyalties, and lethal danger.
Why this is here
Tone labels: intense · dark · heartbreaking · emotional · tense · gripping · dramatic · hopeful · bittersweet
Semantic match: ranked by tone
Distance: 0.0800
Captured amid a war over time itself, a queer crew must choose between love, freedom, and catastrophic sacrifice.
Why this is here
Tone labels: intense · angsty · heartbreaking · bittersweet · emotional · dark · dramatic · tragic · tense · suspenseful · exciting · horrifying · heartwarming · hopeful
Semantic match: ranked by tone
Distance: 0.0821
A brief prequel follows Viola’s journey to a new planet, revealing the emotional backstory behind her arrival.
Why this is here
Tone labels: sad · heartbreaking · emotional · poignant · tragic · hopeful · bittersweet · tense · moving · raw
Semantic match: ranked by tone
Distance: 0.0876
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: 0.0903
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: 0.0910
