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Combine common axes
These books are ranked using the premise + setting labels extracted for Family. Books rank higher when they are close on every selected axis.
Premise labels used: family conflict, traitor hunt, war between factions, power struggle, identity crisis, belonging, coming of age, hidden powers
Setting labels used: urban fantasy world, dystopian setting, supernatural world, meta-human society, fictional organizations, post-teen transition
This does not mean the books share the same plot, setting, quality, or difficulty. It means their premise + setting embeddings are close.
A post-initiation Dauntless novice weighs leadership, uncovers a conspiracy, and confronts a life-changing family secret.
Why this is here
Premise labels: post-initiation · leadership training · faction politics · hidden conspiracy · family secret · identity crisis · career choice · dystopian hierarchy
Setting labels: dystopian future · faction society · Dauntless · urban setting · post-initiation · controlled society
Semantic match: ranked by premise + setting
Distance: 0.1633
A former shadow and an ex-rebel turn against a new power grab in a chaotic, high-stakes future full of old ghosts.
Why this is here
Premise labels: rebel alliance · power struggle · identity crisis · secret prison · AI conflict · family betrayal · revolution fallout
Setting labels: post-apocalyptic future · dystopian future · AI city · rebel hideout · secret prisons · rebuilt cities · wilderness
Semantic match: ranked by premise + setting
Distance: 0.1668
A trapped omega returns to three dangerous alphas, reigniting a brutal power struggle, desire, and betrayal.
Why this is here
Premise labels: power exchange · captivity · blackmail · protective bargain · forced proximity · alpha hierarchy · mate conflict · missing resolution · family hostage
Setting labels: dystopian world · city · water scarcity · Warrens · megaskyscrapers · underground setting · cruel society · power-imbalanced world · paranormal world
Semantic match: ranked by premise + setting
Distance: 0.1682
After escaping the Quag, Vega Jane finds a world built on hidden slavery and must rally allies to fight back.
Why this is here
Premise labels: escape · truth quest · resistance · enslaved society · magic suppression · underdog fight · fight back
Setting labels: fantasy world · dystopian world · hidden society · controlled society · magic world · post-quag world · isolated community · parallel world
Semantic match: ranked by premise + setting
Distance: 0.1740
A teen chooses a rival faction in a fractured future and uncovers secrets that threaten her world, loves, and life.
Why this is here
Premise labels: faction society · identity crisis · aptitude test · chosen faction · secret divergence · outcast hero · youth rebellion · systemic corruption · coming of age · forbidden romance · survival stakes
Setting labels: dystopian future · post-apocalyptic city · Chicago · walled city · faction society · ruined city · world outside the walls · futuristic society · science-fiction world
Semantic match: ranked by premise + setting
Distance: 0.1744
A betrayed metahuman young woman embraces revenge while the voices in her head push her toward darker choices.
Why this is here
Premise labels: revenge quest · betrayal · metahuman powers · voices in head · multi-entity mind · superhuman conflict
Setting labels: urban fantasy world · metahuman society · childhood home · secret agency · alternate-earth supernatural reality
Semantic match: ranked by premise + setting
Distance: 0.1770
An Omega hiding as a Beta in a brutal dystopia is drawn into the orbit of a powerful Alpha who wants to expose and claim her.
Why this is here
Premise labels: hidden identity · claimed Omega · power imbalance · forbidden desire · survival sex · class oppression · alpha pursuit · biological destiny · deception
Setting labels: dystopian future · slums · sky city · class hierarchy · polluted world · post-apocalyptic world · futuristic city · oppressive society · scientific worldbuilding · factional power structure · air-scarce society
Semantic match: ranked by premise + setting
Distance: 0.1778
A young enslaved girl travels between worlds and uncovers buried truths that could upend everything she knows.
Why this is here
Premise labels: hidden identity · enslaved people · coming of age · secret history · friendship across conflict · mystery quest
Setting labels: secondary world · dystopian world · mountain region · lowlands · post-collapse society · technological contrast
Semantic match: ranked by premise + setting
Distance: 0.1781
A Merlin-era Amber novel where a reluctant heir is pushed into a cosmic choice between Order and Chaos.
Why this is here
Premise labels: power struggle · forced choice · dual allegiance · quest · family conflict · alternate worlds · mystery · political intrigue · pawned protagonist · order vs chaos
Setting labels: alternate worlds · multiple worlds · shadow travel · between-world space · magical realms · court politics · castle setting · secondary world · mythic reality · multiverse
Semantic match: ranked by premise + setting
Distance: 0.1788
After devastating secrets and memory gaps, Juliette, Warner, and Kenji confront hidden pasts, shifting loyalties, and a dangerous rescue.
Why this is here
Premise labels: identity secrets · buried past · memory loss · found family · rescue mission · romantic reunion · power struggle · political crisis · hostile takeover
Setting labels: dystopian world · post-apocalyptic · North America · contested territory · militarized society · fictional future · torture captivity · resistance setting
Semantic match: ranked by premise + setting
Distance: 0.1803
Two teenage fighters on opposite sides of a mecha-driven war uncover a shared cause—and a dangerous attraction.
Why this is here
Premise labels: rebel vs empire · mecha war · enemy allies · sapphic romance · undercover sabotage · oppressive regime · found family
Setting labels: dystopia · war-torn world · militarized society · oppressive empire · mecha-powered society · industrial wasteland · futuristic setting · city-state
Semantic match: ranked by premise + setting
Distance: 0.1804
A girl with hidden time magic hunts for her missing brother and uncovers secrets that could reshape her city.
Why this is here
Premise labels: time manipulation · missing sibling · rescue mission · hidden power · secret identity · journey quest · revolution · memory loss · unlikely family
Setting labels: dystopian fantasy · post-apocalyptic · city-state · slums · walled city · labyrinthine city · desert wasteland · magic-dominated society · ruined world
Semantic match: ranked by premise + setting
Distance: 0.1808
