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Cover of Stronger, Faster, and More Beautiful by Arwen Elys Dayton
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Stronger, Faster, and More Beautiful

Arwen Elys Dayton

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These books are ranked using the characterization labels extracted for Stronger, Faster, and More Beautiful.

Characterization labels used: teen protagonists, modified humans, cyborgs, genetically engineered children, religious zealot, political figure, dolphin-human hybrid, asteroid miners, terminally ill characters, morally gray characters, flawed characters

Focused on “morally gray characters” where exact label matches exist.

This does not mean the books share the same plot, setting, quality, or difficulty. It means their characterization embeddings are close.

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Cover of Zero Repeat Forever by G.S. Prendergast

Zero Repeat Forever

G.S. Prendergast, Gabrielle Prendergast · 2017 · The Nahx Invasions

A teen survivor and a defective alien soldier forge an uneasy bond after Earth is invaded, turning survival into trust.

Why this is here

Characterization labels: teen girl · alien soldier · defective alien · nonverbal character · flawed protagonist · angry protagonist · troubled teen · mixed-race protagonist · relatable heroine · compassionate alien · childlike alien · morally gray characters · emotionally driven characters

Semantic match: ranked by characterization

Distance: 0.1640

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Cover of Spark by Amy Kathleen Ryan

Spark

Amy Kathleen Ryan · 2012 · Sky Chasers

A stranded teen crew fights sabotage, shifting loyalties, and a power struggle while racing to rescue their captured parents.

Why this is here

Characterization labels: teen protagonists · morally gray characters · flawed characters · traumatized teens · young leaders · religious leader · power-hungry leader · suspicious outsider · redemptive arc · darker character arc

Semantic match: ranked by characterization

Distance: 0.1746

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Cover of ExtraOrdinary by V.E. Schwab

ExtraOrdinary

V.E. Schwab, Victoria Schwab, Enid Balám · 2021 · Villains

A teen who returns from death with visions of how people die is hunted while uncovering a wider world of EOs.

Why this is here

Characterization labels: teen protagonist · female protagonist · newcomer protagonist · morally gray characters · power-obsessed character · fatalistic character · new EOs · villainous character · found family

Semantic match: ranked by characterization

Distance: 0.1800

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Cover of A Darkling Plain by Philip Reeve

A Darkling Plain

Philip Reeve · 2007 · Mortal Engines Quartet

In a ruined future, Tom, Wren, and their allies race through shifting factions and hidden secrets toward one last war-scarred reckoning.

Why this is here

Characterization labels: naive protagonist · morally gray characters · complex villains · flawed characters · traumatized heroine · childlike adults · love-to-hate character · redeemed character · undead/ reanimated character

Semantic match: ranked by characterization

Distance: 0.1830

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Cover of Black Science, Vol. 2: Welcome, Nowhere by Rick Remender

Black Science, Vol. 2: Welcome, Nowhere

Rick Remender · 2015 · Black Science

A stranded team of scientists and family members fights through hostile realities as the multiverse keeps shifting under them.

Why this is here

Characterization labels: flawed characters · family members · kids at center · scientist protagonist · dysfunctional adults · unlikable characters · alternate selves · villain-to-ally shift · morally gray cast · competent but unlucky characters

Semantic match: ranked by characterization

Distance: 0.1599

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Cover of Maximum Ride, Vol. 3 by NaRae Lee

Maximum Ride, Vol. 3

NaRae Lee, James Patterson · 2010 · Maximum Ride: The Manga

Mutant winged teens search for their origins while trying to survive a new home, school, and old enemies.

Why this is here

Characterization labels: young protagonists · found family · blind character · protective leader · suspicious protagonist · emotionally vulnerable teen · experimented subjects · animal-human hybrids · scientists as antagonists · shape-shifting pursuers

Semantic match: ranked by characterization

Distance: 0.1636

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Cover of The Strange by Nathan Ballingrud

The Strange

Nathan Ballingrud · 2023

A teenage girl on an isolated Mars colony sets out on a revenge quest after her family is shattered by a robbery.

Why this is here

Characterization labels: teen protagonist · headstrong · prickly · determined · vengeful · morally gray · coming-of-age protagonist · gritty heroine · flawed characters · haunted characters · broken adults · robot companion

Semantic match: ranked by characterization

Distance: 0.1640

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Cover of Beyond the Blue Event Horizon by Frederik Pohl

Beyond the Blue Event Horizon

Frederik Pohl · 2000 · Heechee Saga

A wealthy survivor funds a perilous alien-food-factory mission while his guilt and new discoveries pull him deeper into Heechee secrets.

Why this is here

Characterization labels: flawed protagonist · wealthy protagonist · guilt-ridden · morally gray · teen protagonist · AI companion · diverse cast · more mature protagonist

Semantic match: ranked by characterization

Distance: 0.1641

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Cover of Hatch by Kenneth Oppel

Hatch

Kenneth Oppel · 2020 · The Overthrow

Trapped with other hybrid teens, three survivors face new alien horrors, secret experiments, and shifting loyalties.

Why this is here

Characterization labels: teen protagonists · hybrid children · chosen ones · transformation arc · identity crisis · physically changing · emotionally strained · insecure teens · morally ambiguous adults · sadistic scientist · troubled outsider

Semantic match: ranked by characterization

Distance: 0.1661

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Cover of Ashfall Legacy by Pittacus Lore

Ashfall Legacy

Pittacus Lore · 2021 · Ashfall

A half-human teen on the run leaves Earth to find his missing alien father and uncovers a universe-shaking secret.

Why this is here

Characterization labels: teen protagonist · half-human protagonist · half-alien protagonist · missing father · protective mother · alien uncle · supporting alien cast · snarky protagonist · relatable protagonist

Semantic match: ranked by characterization

Distance: 0.1667

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Cover of The Nightmare Brigade: The Girl from Déjà Vu by Franck Thilliez

The Nightmare Brigade: The Girl from Déjà Vu

Franck Thilliez · 2022 · La Brigade des cauchemars

Two teens enter patients’ nightmares to cure fear, but a new case and hidden secrets threaten their fragile team.

Why this is here

Characterization labels: teen protagonists · scientist mentor · adopted child · amnesiac protagonist · disabled protagonist · brave · curious · secretive adults · troubled children

Semantic match: ranked by characterization

Distance: 0.1670

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