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Combine common axes
These books are ranked using the characterization labels extracted for Zom-B Underground.
Characterization labels used: flawed protagonist, redeemable protagonist, moral struggle, internal conflict, unlikeable lead (mixed), teen characters, scientist antagonist, soldier antagonist, clown antagonist, sentient zombie, mindless zombie, racist protagonist, bully protagonist, victim perspective, leader arc, self-loathing, ethically resistant
This does not mean the books share the same plot, setting, quality, or difficulty. It means their characterization embeddings are close.
Camping in the Yukon, a broken man wakes to Earth remade as a deadly RPG and must survive, adapt, and get home.
Why this is here
Characterization labels: flawed protagonist · angsty hero · rage issues · loner · PTSD · survivor · brooder · self-destructive · reluctant leader · bisexual protagonist · POC protagonist · socially awkward · damaged goods · competent under pressure · emotionally repressed
Semantic match: ranked by characterization
Distance: 0.1287
After a disastrous jump scatters his crew, a stranded scientist must confront his past and reclaim himself.
Why this is here
Characterization labels: flawed protagonist · antihero · scientist protagonist · broken character · self-destructive · guilt-ridden · redeeming arc · character growth · emotionally damaged · morally compromised
Semantic match: ranked by characterization
Distance: 0.1319
A young New Yorker becomes tied to a tattoo machine that exposes hidden truths, then faces its fallout over decades.
Why this is here
Characterization labels: flawed protagonist · unlikable protagonist · passive protagonist · miserable protagonist · self-loathing · self-absorbed · moral ambiguity · cult leader · enigmatic mentor · protégé · writer protagonist · artists · young adult protagonist · coming-of-age · controversial adults
Semantic match: ranked by characterization
Distance: 0.1338
A traumatized gamer on a colony ship hunts Earth’s killers through VR, uncovering a deadly conspiracy.
Why this is here
Characterization labels: traumatized protagonist · flawed protagonist · isolated protagonist · gamer protagonist · vengeful protagonist · unlikeable protagonist · morally compromised protagonist · complicated protagonist · trust issues · emotionally armored · corporate slave · indentured worker · non-person
Semantic match: ranked by characterization
Distance: 0.1374
A revitalized teen zombie joins her team on a dangerous escort mission, only to find human cruelty waiting at the safe haven.
Why this is here
Characterization labels: teenage protagonist · female protagonist · zombie protagonist · badass heroine · tough protagonist · snarky protagonist · observant protagonist · morally conflicted character · vulnerable side · character growth · rag-tag team · close-knit team · revitalized zombies · human antagonists · racist characters · abusive father · mixed-race supporting character · best friend return
Semantic match: ranked by characterization
Distance: 0.1388
Ten years later, Linden Avery is pulled back into the Land, where a child’s peril and old evils force a new quest.
Why this is here
Characterization labels: flawed protagonist · self-doubting · self-loathing · antihero · heroic heroine · reluctant protagonist · complex characters · unlikeable protagonist · psychologically conflicted · leader
Semantic match: ranked by characterization
Distance: 0.1408
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
Semantic match: ranked by characterization
Distance: 0.1436
A brainwashed teen soldier on a ruined space station escapes into a bigger, stranger war that challenges everything she believes.
Why this is here
Characterization labels: unlikable protagonist · brainwashed protagonist · indoctrinated · teen soldier · supersoldier · antiheroine · abrasive heroine · bigoted protagonist · morally flawed · character growth · redemption arc · reluctant empathy · childhood conditioning
Semantic match: ranked by characterization
Distance: 0.1449
A telepath in middle age watches his mind-reading power fade, forcing a reckoning with loneliness, guilt, and selfhood.
Why this is here
Characterization labels: unlikeable protagonist · lonely protagonist · self-loathing · misanthropic · bitter · depressive · intellectual · moral conflict · voyeuristic · sexually driven · aged protagonist · socially isolated · gifted outsider · failed adult · jerk protagonist · self-destructive · unfulfilled · egocentric
Semantic match: ranked by characterization
Distance: 0.1458
On the run from a powerful game company, Simon and friends dive back into VR as reality begins to fracture.
Why this is here
Characterization labels: teen protagonist · flawed protagonist · maturing protagonist · traumatized protagonist · hacker character · tech genius · evil conglomerate · secretive ally · romantic interest · sentient nonhuman characters · antagonistic friend · supportive side character
Semantic match: ranked by characterization
Distance: 0.1471
A cursed doctor is chased across empires by a dead boy’s shadow, gaining a dangerous gift for reading truths.
Why this is here
Characterization labels: cowardly protagonist · morally compromised protagonist · unlikable protagonist · spy · doctor · truth-speaker · haunted figure · observer protagonist · flawed hero · emotionally detached protagonist
Semantic match: ranked by characterization
Distance: 0.1473
A homeless man joins a skull-drilling experiment and starts seeing people’s hidden inner selves as grotesque forms.
Why this is here
Characterization labels: Unreliable protagonist · Morally ambiguous protagonist · Homeless protagonist · Socially alienated protagonist · Eccentric scientist · Shady medical student · Creepy antagonist · Unlikable protagonist · Compelling protagonist · Secretive protagonist
Semantic match: ranked by characterization
Distance: 0.1478
