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Combine common axes
These books are ranked using the tone + premise labels extracted for The New World. Books rank higher when they are close on every selected axis.
Tone labels used: sad, heartbreaking, emotional, poignant, tragic, hopeful, bittersweet, tense, moving, raw
Premise labels used: prequel, origin story, character backstory, space voyage, colonist journey, arrival on new planet, survival journey, family separation, crash aftermath
This does not mean the books share the same plot, setting, quality, or difficulty. It means their tone + premise embeddings are close.
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
Premise labels: prequel backstory · military mission · documents retrieval · underground survival · origin story · enemy-to-ally
Semantic match: ranked by tone + premise
Distance: 0.1005
A Mars engineer's risky test flight creates the drive that will reshape human expansion across the Solar System.
Why this is here
Tone labels: bittersweet · tragic · poignant · melancholy · sweet · sad · uplifting · tense · emotional
Premise labels: inventor backstory · technology origin story · space travel breakthrough · prequel setup · colonization enabler · scientific invention
Semantic match: ranked by tone + premise
Distance: 0.1340
A prequel novella tracing three survivors’ first steps through a collapsing world as the dead begin to rise.
Why this is here
Tone labels: bleak · dark · sad · hopeful · haunting · poetic · lyrical · reflective · gruesome · melancholy · somber · eerie · heartbreaking
Premise labels: prequel · origin story · survival · zombie apocalypse · backstory · crossing paths
Semantic match: ranked by tone + premise
Distance: 0.1459
A five-part graphic prequel gives the main crew of The Expanse quick origin snapshots before they come together.
Why this is here
Tone labels: bittersweet · emotional · touching · gritty · dark · somber · nostalgic · fun · quick · minimal
Premise labels: origin stories · backstory · character origins · crew backstories · defining moment · prequel stories · character history
Semantic match: ranked by tone + premise
Distance: 0.1565
A family on a frontier exoplanet and their past selves on Earth race across time to uncover the truth and survive.
Why this is here
Tone labels: emotional · heartbreaking · hopeful · bittersweet · tragic · tense · anxious · melancholic · harrowing
Premise labels: family survival · time-spanning mystery · cloned humanity · space colonization · human legacy · intimacy and survival · intertwined timelines · new world crisis
Semantic match: ranked by tone + premise
Distance: 0.1594
A short prequel follows Lena’s mother as she falls in love, is caged by a cure-driven society, and plans escape.
Why this is here
Tone labels: sad · melancholic · bittersweet · emotional · dramatic · hopeful · heartbreaking · tender · dark
Premise labels: lost mother · prison escape · forbidden love · love cure · family mystery · background reveal · prequel backstory · survival story
Semantic match: ranked by tone + premise
Distance: 0.1625
A dying alien warrior records his hidden past, revealing the origins of a war, a romance, and a world-changing choice.
Why this is here
Tone labels: dark · tragic · heartbreaking · epic · intense · violent · surreal · nostalgic · funny · bonkers · moving · depressing · thrilling
Premise labels: prequel origin story · alien backstory · war story · coming-of-age · time travel · morphing power origin · galactic conflict · mission gone wrong
Semantic match: ranked by tone + premise
Distance: 0.1650
A Loric hacker pilots a second escape ship from doomed Lorien, uncovering the hidden fate of Earth-bound survivors.
Why this is here
Tone labels: hopeful · heartbreaking · tragic · dreadful · exciting · fast-paced · emotional · suspenseful · bittersweet
Premise labels: hidden survivor · escaped civilization · second ship · last survivors · secret protector · companion backstory · invasion escape · origin story
Semantic match: ranked by tone + premise
Distance: 0.1662
Three linked novellas revisit key characters from The Darkest Minds through emotional backstories and missing scenes.
Why this is here
Tone labels: heartbreaking · sad · gloomy · emotional · tragic · quiet · distressing · bittersweet · tense
Premise labels: character backstories · interstitial stories · survival under oppression · powers development · mind erasure · fugitive life
Semantic match: ranked by tone + premise
Distance: 0.1697
A Resistance bomber mission gives Rose and Paige Tico a prequel backstory as they confront the First Order and their own fears.
Why this is here
Tone labels: emotional · bittersweet · gut-punch · melancholy · understated · tense · suspenseful · hopeful · wrenching · somber
Premise labels: sisterhood · resistance mission · aid mission · blockade running · military rescue · supply drops · refugee backstory · war backstory · character backstory
Semantic match: ranked by tone + premise
Distance: 0.1709
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
Premise labels: origin story · clone protagonist · living weapon · escape narrative · identity quest · found family · coming of age
Semantic match: ranked by tone + premise
Distance: 0.1720
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
Premise labels: backstory · coming of age · small-town escape · musician protagonist · band dreams · heist · family pressure · criminal parent · second chance · artistic ambition · outsider life · prequel character study
Semantic match: ranked by tone + premise
Distance: 0.1757
