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These books are ranked using the relationships labels extracted for Stronger, Faster, and More Beautiful.
Relationships labels used: siblings, twins, romance, teen dating, parent-child, authority conflict, religious conflict, power imbalance, oppressor-oppressed, human-animal bond
This does not mean the books share the same plot, setting, quality, or difficulty. It means their relationships embeddings are close.
In a color-coded test-rigged city, a rebellious twin and her family seek a lost voice that could free everyone.
Why this is here
Relationships labels: sibling bond · twin bond · familial love · parent-child support · friendship trio · community oppression · rebellion against authority · family solidarity
Semantic match: ranked by relationships
Distance: 0.1201
Thirteen fantasy and SF short stories span Novik’s worlds, retellings, and a tease of her next series.
Why this is here
Relationships labels: siblings · sister-brother bond · romance · rivalry · parent-child · marriage · friendship · power imbalance · marital betrayal
Semantic match: ranked by relationships
Distance: 0.1219
Twin heirs of an authoritarian realm grow up under prophecy, rebellion, and a radical system of chosen gender.
Why this is here
Relationships labels: sibling bond · twin bond · parent-child conflict · romance · queer romance · family duty · power imbalance · mentor-student
Semantic match: ranked by relationships
Distance: 0.1239
In a world where wealth determines literal size, two tiny siblings fight to survive and rise in a system built against them.
Why this is here
Relationships labels: sibling bond · family struggle · romance · transactional marriage · power imbalance · exploitation · charity patronage · friendship
Semantic match: ranked by relationships
Distance: 0.1262
A magically gifted frontier boy grows up in an alternate America where folk magic and religion are locked in conflict.
Why this is here
Relationships labels: siblings · family bonds · parent-child · married couple · community conflict · mentor-protege · rival belief systems · religious conflict · protector and child
Semantic match: ranked by relationships
Distance: 0.1264
A small Louisiana town is upended when a DNA machine claims to reveal each resident’s true life potential.
Why this is here
Relationships labels: marriage · friendship · community bonds · parent child · twin siblings · romantic tension · power dynamics · reconciliation · betrayal · dependency
Semantic match: ranked by relationships
Distance: 0.1273
As Harmony’s Oversoul weakens, rival powers and family loyalties collide while a perilous return to Earth takes shape.
Why this is here
Relationships labels: siblings · family conflict · marriage politics · shifting alliances · romantic tension · power struggle · loyalty conflict · rivalry · parent child · community pressure
Semantic match: ranked by relationships
Distance: 0.1274
A city outbreak traps multiple people inside a fast-moving infected apocalypse, forcing survival, rescue, and impossible choices.
Why this is here
Relationships labels: siblings · sisterhood · family protection · parent-child · marriage · infidelity · community breakdown · power imbalance · military command · caregiving · frayed relationship
Semantic match: ranked by relationships
Distance: 0.1278
In a climate-ravaged far future, three entwined journeys chase survival, reunion, and power as civilization frays.
Why this is here
Relationships labels: siblings · mother-child · family reunion · forbidden romance · same-sex desire · lover relationship · allegiance conflict · tribal rivalry · class antagonism · community bonds · power imbalance
Semantic match: ranked by relationships
Distance: 0.1279
A rebellious teen joins an early Mars colony, where a risky solo outing leads to first contact and a larger mystery.
Why this is here
Relationships labels: family relocation · parent child relationship · sibling relationship · age gap romance · romantic relationship · authority conflict · colony conflict · human alien contact · friendship · power imbalance
Semantic match: ranked by relationships
Distance: 0.1285
A desperate huntress seeks a rumored dragon mate, only to claim an angry dragon whose life she changes forever.
Why this is here
Relationships labels: siblings · mates · enemies to lovers · bonded pair · possessive relationship · protected child · tribal marriage · power imbalance
Semantic match: ranked by relationships
Distance: 0.1288
In near-future London, two people shaped by opposite views of a brain-linked network confront love, memory, and control.
Why this is here
Relationships labels: love story · romance · siblings · family conflict · parent-child conflict · oppositional factions · power imbalance · betrayal · dependency
Semantic match: ranked by relationships
Distance: 0.1289
