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Cover of LIFEL1K3 by Jay Kristoff
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LIFEL1K3

Jay Kristoff

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Similar in characterization + relationships

These books are ranked using the characterization + relationships labels extracted for LIFEL1K3. Books rank higher when they are close on every selected axis.

Characterization labels used: teen heroine, badass heroine, mechanic, scavenger, robot gladiator fighter, memory loss, cyborg, android, robot sidekick, sassy sidekick, bounty hunter, fanatic antagonist, complex characters, outcast band, protective grandfather, loyal friend, comic relief

Relationships labels used: female friendship, found family, best friends, romance, instalove, star-crossed lovers, guardian-grandchild, loyalty, betrayal, chosen family, protective bond

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

Cover of Perilous Waif by E. William Brown

Perilous Waif

E. William Brown · 2017 · Alice Long

An unusually gifted orphan flees a controlled upbringing and finds herself pulled into a dangerous far-future crew.

Semantic match: ranked by characterization + relationships

Distance: 0.1635

Cover of Crownchasers by Rebecca Coffindaffer

Crownchasers

Rebecca Coffindaffer · 2020 · Crownchasers

A reluctant queer space explorer is forced into a deadly galaxy-wide contest to win the throne she never wanted.

Semantic match: ranked by characterization + relationships

Distance: 0.1766

Cover of Sparks of Light by Janet B.  Taylor

Sparks of Light

Janet B. Taylor · 2017 · Into the Dim

A teen time traveler returns to Gilded Age New York to stop a dangerous device from rewriting the future.

Semantic match: ranked by characterization + relationships

Distance: 0.1767

Cover of TRUEL1F3 by Jay Kristoff

TRUEL1F3

Jay Kristoff · 2020 · LIFEL1K3

In a war-torn future, rival factions, robots, and betrayed friends race to decide who gets freedom and who survives.

Semantic match: ranked by characterization + relationships

Distance: 0.1790

Cover of The Power of Six by Pittacus Lore

The Power of Six

Pittacus Lore · 2011 · Lorien Legacies

Two fleeing Garde search for the others while another stranded among strangers discovers her powers and her fate.

Semantic match: ranked by characterization + relationships

Distance: 0.1793

Cover of Rise of the Elgen by Richard Paul Evans

Rise of the Elgen

Richard Paul Evans · 2012 · Michael Vey

Michael and his electric friends race to Peru to rescue his kidnapped mother while an evil power network tightens its grip.

Semantic match: ranked by characterization + relationships

Distance: 0.1795

Cover of Titans by Victoria Scott

Titans

Victoria Scott · 2016

A Detroit teen risks a deadly mechanical-horse derby to save her family, her friend’s future, and her own dreams.

Semantic match: ranked by characterization + relationships

Distance: 0.1795

Cover of Red Sister by Mark  Lawrence

Red Sister

Mark Lawrence · 2017 · Book of the Ancestor

A girl rescued from execution enters a convent of warrior nuns, where hidden bloodline powers and old enemies collide.

Semantic match: ranked by characterization + relationships

Distance: 0.1811

Cover of Heart of Iron by Ashley Poston

Heart of Iron

Ashley Poston · 2018 · Heart of Iron

An outlaw teen races to save her glitching android and uncovers royal secrets in a spacefaring retelling.

Semantic match: ranked by characterization + relationships

Distance: 0.1813

Cover of Cold Falling White by G.S. Prendergast

Cold Falling White

G.S. Prendergast, Gabrielle Prendergast · 2019 · The Nahx Invasions

After an alien invasion, two teens on opposite sides of the war uncover unsettling truths about what the Nahx did to humanity.

Semantic match: ranked by characterization + relationships

Distance: 0.1825

Cover of Echoes of Insurrection by T.A. White

Echoes of Insurrection

T.A. White · 2026 · The Firebird Chronicles

After an attack threatens the empire, Kira must uncover the real culprits before war and family loyalties tear everything apart.

Semantic match: ranked by characterization + relationships

Distance: 0.1833

Cover of Virals by Kathy Reichs

Virals

Kathy Reichs · 2010 · Virals

A teen science geek and her friends gain wolf-like powers and race to solve a cold-case murder on a coastal island.

Semantic match: ranked by characterization + relationships

Distance: 0.1833