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Combine common axes
These books are ranked using the characterization labels extracted for Asfixia.
Characterization labels used: imperfect protagonist, resourceful survivor, isolated heroine, immune heroine, curious protagonist, strong-willed, impulsive, morally ambiguous cast, brooding commander, comic relief, scientist, soldier, enigmatic character, supportive friend
Focused on “flawed hero” 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.
A lone zombie-apocalypse scavenger makes one risky hospital run that turns into a brutal, creepy fight to escape.
Why this is here
Characterization labels: lone survivor · careful planner · resourceful · imperfect protagonist · gruff protagonist · morally rough · ordinary man · flawed hero · suspicious survivor · insane antagonist · creepy nurse · deranged villain · unheroic protagonist · darkly funny protagonist
Semantic match: ranked by characterization
Distance: 0.1403
A retired clone must broker with aliens to recover a missing antimatter bomb before his colony freezes.
Why this is here
Characterization labels: snarky protagonist · irreverent protagonist · flawed hero · likable protagonist · bumbling hero · reluctant leader · unexpected leader · cloned protagonist · expandable human · survivor · Mary Sue (disputed) · fierce supporting character · alien mediator · character development
Semantic match: ranked by characterization
Distance: 0.1509
A fierce teen in a quarantined, blood-typed Orleans fights to save a newborn while an outsider scientist seeks a cure.
Why this is here
Characterization labels: fierce heroine · resourceful protagonist · hardy survivor · brave girl · scrappy character · cynical character · hardened survivor · naive outsider · bland male lead · protective caregiver · scientist character · teen protagonist · determined protagonist · strong female lead · capable warrior
Semantic match: ranked by characterization
Distance: 0.1358
Miles takes a covert rescue job on a corrupt world, only to confront genetic exploitation and an unlikely ally.
Why this is here
Characterization labels: brilliant protagonist · charismatic protagonist · resourceful protagonist · compassionate protagonist · impulsive protagonist · outsider protagonist · physically impaired protagonist · mercenary captain · genetically engineered soldier · geneticist · quaddie · hermaphrodite character · mutant · monster girl · teen soldier · young prisoner · villainous scientist · criminal boss
Semantic match: ranked by characterization
Distance: 0.1389
A journaled zombie-apocalypse journey turns toward conspiracy as Bill gathers survivors and heads for the virus's source.
Why this is here
Characterization labels: immune protagonist · resourceful survivor · practical survivor · reluctant leader · improviser · investigator · secondary cast expansion · clashing personalities · morally ambiguous survivors · capable female character · survivor companion · child survivor · infant in peril
Semantic match: ranked by characterization
Distance: 0.1397
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: 0.1434
Wrongly imprisoned on an alien prison world, Zita must spark a galaxy-wide jailbreak before Earth is next.
Why this is here
Characterization labels: Brave heroine · Spunky heroine · Intrepid heroine · Resourceful protagonist · Kind protagonist · Loyal protagonist · Impulsive protagonist · Selfless heroism · Female lead · Ensemble cast · Comic relief sidekicks · Mysterious ally · Dastardly villain · Grows more determined
Semantic match: ranked by characterization
Distance: 0.1448
A fugitive young woman hides in a Scottish manor where gothic secrets, mad science, and family legacy collide.
Why this is here
Characterization labels: strong heroine · resourceful protagonist · flawed heroine · antiheroine · mad scientist · morally conflicted · brilliant but reckless · protective ally · loyal companion · brooding love interest · creepy child · enigmatic hostess · supporting cast with secrets · character development · character-driven
Semantic match: ranked by characterization
Distance: 0.1479
After an Earth-shattering catastrophe, a survivor races through a frozen world to protect dangerous data and reach sanctuary.
Why this is here
Characterization labels: female protagonist · resilient heroine · resourceful survivor · persistent protagonist · injury-prone hero · military background · physically battered characters · enigmatic ally · scientist parent · billionaire genius · traitors · villains · survivor group
Semantic match: ranked by characterization
Distance: 0.1487
In a near-future Britain, a scientist is dragged into a government secret after Earth’s rotation stops and chaos spreads.
Why this is here
Characterization labels: scientist protagonist · female lead · tough heroine · intelligent heroine · isolated protagonist · jaded protagonist · bitter protagonist · determined investigator · curious protagonist · flawed protagonist · strong female lead · government agents · dying mentor · secondary characters · antagonists · authoritarian leadership
Semantic match: ranked by characterization
Distance: 0.1494
A teen survivor and a silent toddler navigate a silent, monster-filled world, then uncover dangerous secrets in a refuge.
Why this is here
Characterization labels: resourceful heroine · kick-ass heroine · smart protagonist · resilient survivor · traumatized teen · protective caretaker · mature child character · toddler companion · rebellious protagonist · inquisitive heroine · flawed heroine · paranoid survivor
Semantic match: ranked by characterization
Distance: 0.1505
After world-shaking earthquakes, four teens race to survive as ordinary people become murderous, rage-filled hunters.
Why this is here
Characterization labels: teen protagonists · survivors · guilt-ridden survivor · strong female lead · leader figure · cowardly character · enigmatic character · mysterious stranger · hunted survivors · morally conflicted characters · traumatized teens · resourceful characters · unaffected immune characters · violent antagonists · intelligent antagonists
Semantic match: ranked by characterization
Distance: 0.1512
