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The Book of Lost Hours

Hayley Gelfuso

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Similar in characterization + relationships

These books are ranked using the characterization + relationships labels extracted for The Book of Lost Hours. Books rank higher when they are close on every selected axis.

Characterization labels used: child protagonist, teen protagonist, female leads, watchmaker, spy, CIA agent, memory keeper, timekeeper, orphaned heroine, grieving heroine, flawed characters, quiet strength, curious heroine, secretive characters, character growth, morally complex

Relationships labels used: father-daughter, uncle-niece, romance, star-crossed lovers, forbidden love, family sacrifice, found family, mentor-protege, enemy to lover, allegiance conflict, love across time

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

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Altered

Jennifer Rush · 2013 · Altered

A sheltered teen flees with four amnesiac, genetically altered boys and must uncover the secrets of their pasts before they’re caught.

Why this is here

Characterization labels: naive heroine · strong heroine · coming-of-age · protective leader · broody love interest · bad boy · comic relief · best friend · mysterious boy · alpha male · distinct ensemble · amnesiac characters · morally compromised adults · sheltered protagonist · developing character

Relationships labels: father-daughter · forbidden romance · crush · found family · friend group · protector dynamic · loyalty bond · rivalry · trust issues · dependency · brotherly bond

Semantic match: ranked by characterization + relationships

Distance: 0.1557

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Wildwing

Emily Whitman · 2010

A bullied 1910s maid slips into medieval England, where mistaken identity, falconry, and forbidden love upend her plans.

Why this is here

Characterization labels: selfish protagonist · headstrong heroine · immature heroine · coming-of-age · character growth · relatable protagonist · social outcast · poor girl · illegitimate child · maid · housemaid · eccentric inventor · grieving widower · love interest · falconer · noble lady · pampered ward · father figure · supporting characters · strong motivations

Relationships labels: forbidden romance · class-crossed romance · star-crossed lovers · love triangle · family conflict · mother-daughter conflict · father-figure bond · mentor-like relationship · class rivalry · betrothal · engagement · friendship · maternal support · power imbalance

Semantic match: ranked by characterization + relationships

Distance: 0.1617

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The Wood

Chelsea Bobulski · 2017

A teen guardian of a magical wood must find her missing father while protecting time-lost travelers and a dangerous secret.

Why this is here

Characterization labels: capable heroine · snarky protagonist · strong female lead · smart heroine · resourceful · determined · common-sense protagonist · grieving daughter · guardian lineage · mysterious stranger · sweet love interest · best friend

Relationships labels: father-daughter · mother-daughter · forbidden romance · mentor-protector · family legacy · family duty · romantic tension · trust dilemma · missing parent · bff

Semantic match: ranked by characterization + relationships

Distance: 0.1631

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The Fates Divide

Veronica Roth · 2018 · Carve the Mark

A fated young couple races across warring planets to stop a tyrant and decide whether destiny can be changed.

Why this is here

Characterization labels: young protagonists · strong female character · cunning character · manipulative character · honorable character · tortured character · traumatized character · flawed characters · developing characters · side-character focus

Relationships labels: star-crossed lovers · forbidden romance · siblings · family conflict · friendship · romantic tension · political alliance · betrayal · rival factions · found family

Semantic match: ranked by characterization + relationships

Distance: 0.1650

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Wie die Dunkelheit befiehlt

Anna Benning · 2023 · Dark Sigils

A teen sigil-bearer joins rebels to break a magical bond, but the search tests love, loyalty, and fate.

Why this is here

Characterization labels: teen protagonist · female protagonist · willful heroine · naive heroine · ego-driven protagonist · pragmatic heroine · analytical heroine · morally conflicted characters · enigmatic love interest · antagonist · character growth · found family

Relationships labels: forbidden romance · enemies to lovers · insta-love (contested) · rebellion alliance · found family · friendship · family conflict · parent-child conflict · romantic tension · power imbalance · loyalty conflict · trust and mistrust

Semantic match: ranked by characterization + relationships

Distance: 0.1735

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A Thousand Pieces of You

Claudia Gray · 2014 · Firebird

A grief-stricken teen chases her father’s killer across parallel worlds and gets pulled into a love triangle.

Why this is here

Characterization labels: teen heroine · artistic protagonist · impulsive heroine · determined heroine · loyal daughter · scientist parents · mysterious love interest · brooding love interest · flirty assistant · archetypal love interests · grey morality · underdetermined antagonist

Relationships labels: father-daughter · family bonds · romantic triangle · trust issues · betrayal · alternate selves · soulmate romance · love across worlds · mentor-assistant · friendship

Semantic match: ranked by characterization + relationships

Distance: 0.1747

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Dearly, Departed

Lia Habel · 2011 · Gone with the Respiration

In a neo-Victorian future, a grieving teen falls for a sentient zombie soldier amid war, secrets, and unrest.

Why this is here

Characterization labels: strong heroine · stubborn heroine · feisty heroine · resourceful heroine · independent heroine · zombie hero · gentle hero · charming hero · soldier hero · loyal friend · supportive best friend · domineering aunt · scientist father · villainous antagonist · sentient undead

Relationships labels: star-crossed lovers · forbidden romance · best friends · female friendship · father-daughter · aunt-niece · captor-captive · trust to love · found family · romantic tension · rival factions

Semantic match: ranked by characterization + relationships

Distance: 0.1754

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Echo Boy

Matt Haig · 2014

In a climate-altered near future, a grieving teen and an unusual android are pulled into a high-stakes mystery.

Why this is here

Characterization labels: teen girl · male android · prototype · intelligent heroine · resourceful heroine · emotionless machine · sentient robot · protective love interest · family loyalist · villainous authority figure · morally divided characters

Relationships labels: father-daughter bond · uncle-niece relationship · romantic attraction · forbidden romance · human-machine relationship · parental loss · protective bond · family conflict · betrayal · trust issues

Semantic match: ranked by characterization + relationships

Distance: 0.1760

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Wyrms

Orson Scott Card · 2003

A teenage heir-assassin is drawn into a prophetic quest across an alien world where duty, faith, and freedom collide.

Why this is here

Characterization labels: teenage girl protagonist · strong-willed heroine · child assassin · trained diplomat · ruthless ruler · usurper · companion characters · telepathic beings · monster-like antagonist · precocious protagonist · moral philosopher

Relationships labels: father-daughter · romance · forbidden attraction · mentor-student · companionship · power struggle · loyalty · betrayal · ruler-subject · family lineage

Semantic match: ranked by characterization + relationships

Distance: 0.1778

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Frost

M.P. Kozlowsky · 2016

A sheltered teen crosses a ruined city with a robot companion to save her dying pet and confront what humanity means.

Why this is here

Characterization labels: teen protagonist · female protagonist · hopeful protagonist · optimistic protagonist · isolated protagonist · protective father · robot companion · dying pet · survivor · compelling characters · underdeveloped characters · mysterious past · emotionally driven

Relationships labels: father-daughter · guardian bond · pet bond · friendship · companionship · romance · found family · protective relationship · human-robot bond · betrayal · loyalty

Semantic match: ranked by characterization + relationships

Distance: 0.1791

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Plus One

Elizabeth Fama · 2014 · Plus One

In a post-pandemic America split into Day and Night castes, a reckless Smudge’s baby-heist pulls her into conspiracy and romance.

Why this is here

Characterization labels: impulsive heroine · headstrong heroine · resourceful heroine · selfless protagonist · morally gray · fierce loyalty · medical apprentice · analytical love interest · sweet love interest · complex characters · reckless protagonist · snarky heroine · family-driven · vulnerable heroine

Relationships labels: forbidden love · star-crossed lovers · family loyalty · grandparent-grandchild · siblings · brother-sister · rescue partnership · forced proximity · slow-burn romance · hate to love · alliances

Semantic match: ranked by characterization + relationships

Distance: 0.1794

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Juniper Unraveling

Keri Lake · 2017 · Juniper Unraveling

In a virus-ravaged world split by walls, a young survivor and a mute boy become bound by love and dangerous secrets.

Why this is here

Characterization labels: tortured hero · antihero · mute character · strong heroine · brave heroine · curious heroine · reckless heroine · damaged souls · broken boy · innocent hero · scared hero · violent male lead · protective father · complex characters · morally gray characters · survivor characters · female lead

Relationships labels: romantic bond · star-crossed romance · forbidden romance · young love · fated pair · power imbalance · father-daughter bond · found family · protective attachment · long separation · reunion romance · bonded solidarity

Semantic match: ranked by characterization + relationships

Distance: 0.1802

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