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These books are ranked using the characterization labels extracted for Eleven Percent.
Characterization labels used: female leads, witch, priestess, doctor, silent protagonist, snake whisperer, morally gray, flawed characters, queer characters, older women, fat women, atypical protagonists, secretive characters
This does not mean the books share the same plot, setting, quality, or difficulty. It means their characterization embeddings are close.
On a Dyson-sphere utopia run by AIs, two estranged women investigate sudden suicides among human-AI hosts.
Why this is here
Characterization labels: female leads · queer women · cyborgs · AIs · ex-spies · ex-mercenaries · doctors · morally ambiguous protagonists · traumatized characters · competent protagonists · antagonist with motives · emotionally restrained characters · veterans
Semantic match: ranked by characterization
Distance: 0.1741
A necromancer-bounty hunter is forced into a Devil’s bargain to hunt escaped demons while her bond with a demon lover unravels.
Why this is here
Characterization labels: strong female lead · kickass heroine · necromancer · bounty hunter · swordswoman · demon lover · fallen demon · overpowered characters · angsty heroine · whiny heroine · paranoid heroine · stubborn heroine · aggressive heroine · broken heroine · morally gray characters
Semantic match: ranked by characterization
Distance: 0.1808
An outcast heiress is pulled into a god-ruled power struggle, as each linked volume reveals a different side of one world.
Why this is here
Characterization labels: outcast · heiress · warrior · blind protagonist · artist · trickster · godling protagonist · morally gray · complex characters · strong female protagonists · morally ambiguous · fierce women · female-led
Semantic match: ranked by characterization
Distance: 0.1823
A woman in a hospital remembers an explosion, and a doctor’s questions slowly turn a simple recovery into something darker.
Why this is here
Characterization labels: woman protagonist · doctor · memory loss · disturbed protagonist · ambiguous motives · hidden identity · potentially unreliable narrator · young girl
Semantic match: ranked by characterization
Distance: 0.1842
Two damaged human pilgrims join an ex-wizard’s journey across a sentient Saturn-orbit world that demands heroism for healing.
Why this is here
Characterization labels: female lead · older protagonist · drunken protagonist · alcoholism · troubled protagonists · disabled protagonists · queer protagonists · strong women · alien species · ambassadors
Semantic match: ranked by characterization
Distance: 0.1939
A convent of spacefaring nuns on a living ship faces faith, politics, and a crisis that could reshape their world.
Why this is here
Characterization labels: nun protagonists · female ensemble · distinct personalities · secretive characters · dementia · cynical character · pious character · pragmatic character · medical helper · faith-struggling character
Semantic match: ranked by characterization
Distance: 0.1944
In a brutal dystopian future, two secret telepaths and unlikely allies are drawn into a war against their oppressive society.
Why this is here
Characterization labels: strong female leads · young adult protagonists · resistant heroine · brainwashed characters · villain POVs · nuanced characters · morally gray characters · propaganda-shaped characters · stubborn heroine · loyal heroine · impulsive heroine · brainwashed brother · government insider · oppressed women · young lovers
Semantic match: ranked by characterization
Distance: 0.1945
In a climate-ravaged future California, a spiritual community must defend its free society against a brutal authoritarian south.
Why this is here
Characterization labels: elder protagonist · queer protagonist · activist characters · witch characters · healer characters · community leaders · wise elders · complex characters · vital heroine · strong women · collective protagonists
Semantic match: ranked by characterization
Distance: 0.1957
A time-split Earth faces a new alien doomsday threat as Bisesa Dutt races across worlds for a way to save humanity.
Why this is here
Characterization labels: strong woman protagonist · female lead · AI characters · alien intelligence · stock characters · bland characters · many characters · humanity under pressure
Semantic match: ranked by characterization
Distance: 0.1987
In a witch-haunted dystopia, a Black queer woman nears the marriage deadline and follows her missing mother’s trail.
Why this is here
Characterization labels: young woman · Black woman · biracial protagonist · bisexual protagonist · creative · motherless · complex protagonist · oppressed outsider · ambivalent about marriage · late-twenties protagonist · flawed characters · dynamic characters
Semantic match: ranked by characterization
Distance: 0.2003
An amnesiac man is retrained to live in a strange village, until a new relationship unsettles everything he’s learned.
Why this is here
Characterization labels: unnamed protagonist · examiner · claimant · caregiver · guide · patient · volatile woman · charismatic woman · moldable protagonist · alienated characters · bureaucratic role
Semantic match: ranked by characterization
Distance: 0.2007
A lab biologist is trapped in a biotech siege that may be the hidden start of a zombie apocalypse.
Why this is here
Characterization labels: female scientist · virologist · biochemist · reluctant hero · flawed protagonist · strong female lead · sociopathic love interest · charismatic villain · morally gray characters · smart but hesitant
Semantic match: ranked by characterization
Distance: 0.2011
