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Cover of ガチアクタ 5 [Gachiakuta 5] by Kei Urana
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ガチアクタ 5 [Gachiakuta 5]

Kei Urana, 裏那圭

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Similar in characterization + relationships

These books are ranked using the characterization + relationships labels extracted for ガチアクタ 5 [Gachiakuta 5]. Books rank higher when they are close on every selected axis.

Characterization labels used: angry protagonist, reckless hero, complex characters, traumatized girl, disturbed character, villainous woman, mentor figure, antihero traits, emotionally unstable, character growth, parental inheritance, morally gray

Relationships labels used: mentor-student, found family, betrayal, manipulation, protective fixation, trauma bond, family legacy, parent-child

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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Cover of La Reine solitaire by Robin Hobb

La Reine solitaire

Robin Hobb · 2000 · L'Assassin royal

A battered royal outsider and his companions race through a magical kingdom toward a final reckoning with power, loyalty, and dragons.

Why this is here

Characterization labels: imperfect hero · anti-hero · touching protagonist · complex characters · morally gray characters · passive protagonist · self-sacrificing character · maturing protagonist · emotionally burdened hero · found family

Relationships labels: found family · mentor-student · loyalty conflict · friendship · romantic tension · family betrayal · parent-child · bond with animal companion · rivalry

Semantic match: ranked by characterization + relationships

Distance: 0.1180

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Cover of Land of the Lustrous, Vol. 1 by Haruko Ichikawa

Land of the Lustrous, Vol. 1

Haruko Ichikawa · 2017 · 宝石の国 [Hōseki no Kuni]

A fragile gem being is given an odd assignment and pulled into a strange war against moon-dwellers in a far-future Earth.

Why this is here

Characterization labels: fragile protagonist · stubborn protagonist · comical protagonist · inept protagonist · outcast · loner · tragic characters · complex characters · distinct personalities · morally flawed characters · identity struggle · character development

Relationships labels: mentor-student · caretaker figure · peer bonds · friendship · protective bond · outsider connection · found family · community structure · dependence

Semantic match: ranked by characterization + relationships

Distance: 0.1254

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Cover of The Dollmakers by Lynn Buchanan

The Dollmakers

Lynn Buchanan · 2024

An apprentice dollmaker seeks to prove her creations can fight monsters, but her quest upends everything she knows.

Why this is here

Characterization labels: unlikable protagonist · flawed heroine · arrogant protagonist · stubborn protagonist · brash protagonist · childish behavior · violent temper · redemption arc · traumatized character · reclusive character · guard dollmaker · apprentice · mentor · reclusive expert · complex side characters · sentient dolls

Relationships labels: mentor-student · friendship · rivalry · protective bond · community role · shared trauma

Semantic match: ranked by characterization + relationships

Distance: 0.1309

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Cover of Star Wars: Revenge of the Sith by Matthew Woodring Stover

Star Wars: Revenge of the Sith

Matthew Woodring Stover · 2005 · Star Wars Novelizations

A war-ravaged galaxy nears collapse as one Jedi falls, one senator resists, and a hidden Sith plot reaches its end.

Why this is here

Characterization labels: conflicted hero · manipulative villain · tragic antihero · idealistic politician · warrior mentor · corrupted prodigy · complex villains · inner turmoil · father figure · believable motivations

Relationships labels: mentor student · friendship · brotherhood · romance · secret love · betrayal · loyalty · power imbalance · parental bond · twisted mentorship

Semantic match: ranked by characterization + relationships

Distance: 0.1362

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Cover of Harry Potter and the Methods of Rationality by Eliezer Yudkowsky

Harry Potter and the Methods of Rationality

Eliezer Yudkowsky · 2015 · Harry Potter and the Methods of Rationality

A science-minded Harry Potter retools magic with logic and rationality in a sprawling alternate-universe first year.

Why this is here

Characterization labels: child prodigy · hyperintelligent child · rationalist protagonist · manipulative protagonist · arrogant protagonist · know-it-all · science nerd · social manipulator · cynical mentor · smart rival · out of character cast · villain intelligence uplift · character growth · morally ambiguous

Relationships labels: mentor-student · friendship · rivalry · romantic tension · parent-child · found family · power imbalance · manipulation

Semantic match: ranked by characterization + relationships

Distance: 0.1412

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Cover of The Broken Earth Trilogy by N.K. Jemisin

The Broken Earth Trilogy

N.K. Jemisin · 2015 · The Broken Earth

In a shattered future Earth, an outcast mother searches for her lost daughter amid cataclysm, power, and betrayal.

Why this is here

Characterization labels: middle-aged heroine · female protagonists · women protagonists · outcast figures · oppressed minority · powerful but feared · complex characters · morally damaged · traumatized characters · parent figures · child protagonists · abusive authority figures · antiheroic lead · moral ambiguity · growth arc · emotionally broken characters

Relationships labels: mother daughter · parent child · toxic family · abusive parenting · found family · mentor mentee · dependency · betrayal · love and loss · intergenerational trauma · dysfunctional relationships · community bonds

Semantic match: ranked by characterization + relationships

Distance: 0.1416

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Cover of Harbinger, Vol. 1: Omega Rising by Joshua Dysart

Harbinger, Vol. 1: Omega Rising

Joshua Dysart · 2013 · Harbinger (2012)

A troubled teen psychic is hunted, recruited into a secret power network, and pushed toward a world-changing conflict.

Why this is here

Characterization labels: flawed protagonist · angsty teen · rebellious teen · psychic prodigy · mentally unstable · addiction · lonely outsider · unreliable morality · morally gray cast · ruthless mentor · enigmatic villain · nuanced characters · antihero · delinquent · outcast · bratty protagonist · complex antagonist · supporting ensemble

Relationships labels: mentor-mentee · parental surrogate · found family · power imbalance · betrayal · rival factions · enemy recruitment · friendship · romantic manipulation · loyalty conflict · protective leadership · ensemble rivalry · dependency

Semantic match: ranked by characterization + relationships

Distance: 0.1426

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Cover of 僕のヒーローアカデミア 34 [Boku no Hero Academia 34] by Kohei Horikoshi

僕のヒーローアカデミア 34 [Boku no Hero Academia 34]

Kohei Horikoshi, 堀越耕平 · 2022 · 僕のヒーローアカデミア [Boku no Hero Academia]

A global rescue mission and a hidden traitor push hero society toward its final, war-ready turning point.

Why this is here

Characterization labels: overpowered heroine · female hero · top hero · mentor figure · traitor student · quirkless victim · heavily burdened protagonist · morally complex villain

Relationships labels: mentor-protégé · teacher-student · class bonds · family pressure · parental coercion · teamwork · betrayal · forgiveness · international alliance

Semantic match: ranked by characterization + relationships

Distance: 0.1447

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Cover of The Library at Mount Char by Scott Hawkins

The Library at Mount Char

Scott Hawkins · 2016

An orphan raised in a secret library must uncover what happened to her godlike guardian as hidden powers collide.

Why this is here

Characterization labels: orphans · apprentices · godlike mentor · antiheroine · ordinary outsider · murderous characters · unreliable protagonist · flawed heroes · psychopathic character · traumatized characters

Relationships labels: adoption · mentor-student · sibling group · found family · parent-child abuse · rivalry · loyalty · dependency · power hierarchy · betrayal

Semantic match: ranked by characterization + relationships

Distance: 0.1454

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Cover of Whisper by Lynette Noni

Whisper

Lynette Noni · 2018 · Whisper

A silent test subject in a secret facility discovers her voice may unleash a world-changing power.

Why this is here

Characterization labels: mute protagonist · traumatized heroine · reluctant heroine · powerful heroine · kind evaluator · morally gray characters · supporting cast · brooding love interest · protective male lead · evil scientist · test subject · teen protagonists

Relationships labels: mentor-student · romantic tension · love triangle · found family · trust issues · betrayal · power imbalance · friendship · protective relationship

Semantic match: ranked by characterization + relationships

Distance: 0.1463

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Cover of Blood Scion by Deborah Falaye

Blood Scion

Deborah Falaye · 2022 · Blood Scion

A hidden-power teen soldier infiltrates a brutal regime, risking her humanity as she fights for survival and revenge.

Why this is here

Characterization labels: morally gray protagonist · fierce heroine · driven protagonist · brave protagonist · angry protagonist · survivor · antiheroic lead · complex characters · mature teens · child soldiers · oppressed characters · secondary allies

Relationships labels: found family · familial bond · mother-daughter bond · mentor-student tension · enemy romance · forbidden romance · betrayal · loyalty · friendship · power imbalance · oppressor/oppressed relationship · romantic conflict

Semantic match: ranked by characterization + relationships

Distance: 0.1464

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Cover of 東京喰種トーキョーグール:re 13 [Tokyo Guru:re 13] by Sui Ishida

東京喰種トーキョーグール:re 13 [Tokyo Guru:re 13]

Sui Ishida, 石田スイ · 2017 · 東京喰種:re / Tokyo Ghoul:re

A chaotic, high-stakes Tokyo battle pushes ghouls and investigators toward collapse, revelation, and one desperate fight to survive.

Why this is here

Characterization labels: morally gray · traumatized · powerful fighter · unreliable self · character growth · self-sacrificing · obsessive protector · frustrated leader · ruthless antagonist · childlike adult · secret identity

Relationships labels: found family · mentor-mentee · romance · parent-child · friendship · rivalry · alliance · sacrifice · betrayal · protective bond · team loyalty

Semantic match: ranked by characterization + relationships

Distance: 0.1482

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