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These books are ranked using the relationships labels extracted for Mania.
Relationships labels used: female friendship, fraying friendship, best friends, family conflict, parent-child tension, partner relationship, social betrayal, community pressure
This does not mean the books share the same plot, setting, quality, or difficulty. It means their relationships embeddings are close.
A girl’s ordinary summer visit becomes a race through time when she lands one year ahead and finds her best friend’s life changed.
Why this is here
Relationships labels: female friendship · best friends · family bonds · parent-child tensions · sibling relationship · friendship strain · community ties
Semantic match: ranked by relationships
Distance: 0.0439
A grieving teen follows cryptic texts to find her missing best friend, only to uncover a far bigger danger.
Why this is here
Relationships labels: female friendship · best friends · estranged friends · romantic tension · friendship under strain · parent-child conflict · trust issues · odd couple · boyfriend-girlfriend
Semantic match: ranked by relationships
Distance: 0.0760
A grieving mother crosses a violent borderland to bury her children and becomes entangled in a fight over an illegal cemetery.
Why this is here
Relationships labels: female friendship · female rivalry · maternal grief · parent-child loss · husband-wife strain · community solidarity · power struggle · mentor-apprentice · companionship in crisis · friendship under pressure
Semantic match: ranked by relationships
Distance: 0.0799
In a present-day cult that controls women’s fertility, an eighteen-year-old begins to question the life she’s built.
Why this is here
Relationships labels: female friendship · friend loyalty · family pressure · parental control · power imbalance · romantic pairing · forced match · community surveillance · betrayal suspicion
Semantic match: ranked by relationships
Distance: 0.0828
After a deadly green mist ravages the U.S., a group of women with new powers must survive and build a new world.
Why this is here
Relationships labels: friendship · female friendship · sisterhood · found family · group loyalty · group conflict · parent-child · power imbalance
Semantic match: ranked by relationships
Distance: 0.0829
In a dystopian-leaning YA world, two girls on opposite sides of beauty culture are forced together and question the rules.
Why this is here
Relationships labels: enemies to friends · budding friendship · female friendship · mother-daughter tension · romantic subtext · rivalry · coercive social pressure · community enforcement · peer bullying
Semantic match: ranked by relationships
Distance: 0.0842
A post-pandemic group tries to survive winter isolation on a remote lake island as confinement exposes every fracture.
Why this is here
Relationships labels: family tension · marital conflict · exes · cohabitation · rivalry · alliance · strained group bonds · female friendship · parent child · community dependence
Semantic match: ranked by relationships
Distance: 0.0906
A teen on a Maine island faces quarantine, military takeover, and a growing mystery tied to a strange drug and strange skies.
Why this is here
Relationships labels: best friends · teen crush · romantic tension · parent-child tension · parental betrayal · peer rivalry · group teamwork · friendship under pressure · community distrust · authority conflict
Semantic match: ranked by relationships
Distance: 0.0932
Four 12-year-old newspaper delivery girls in 1988 stumble into a surreal time-travel mystery after Halloween.
Why this is here
Relationships labels: female friendship · group bonding · teamwork · peer loyalty · protective friendship · stepfamily tension · generational tension · conflict within group
Semantic match: ranked by relationships
Distance: 0.0943
An annual best-of anthology of 20 speculative stories chosen by R.F. Kuang from the previous year's SF and fantasy.
Why this is here
Relationships labels: female friendship · romance · unrequited love · family conflict · mother daughter · power imbalance · community bonds · betrayal · dependency · partnership
Semantic match: ranked by relationships
Distance: 0.0951
In a near-future Oregon town, five women navigate new laws that criminalize reproductive choice and redefine family.
Why this is here
Relationships labels: motherhood · marriage strain · female friendship · interwoven lives · parent child · community bonds · power imbalance · social judgment · rivalry · dependency
Semantic match: ranked by relationships
Distance: 0.0951
A mixed-race outcast in post-apocalyptic Africa awakens magic and sets out to stop genocide and confront her origins.
Why this is here
Relationships labels: Female friendships · Mother daughter · Romantic tension · Abusive romance · Mentor pupil · Found family · Friendship under strain · Community distrust · Rivalry · Family rejection · Parental protection · Love and loyalty
Semantic match: ranked by relationships
Distance: 0.0956
