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These books are ranked using the relationships labels extracted for Attack on Titan: Before the Fall, Vol. 1.
Relationships labels used: friendship, caretaker bond, power imbalance, captivity, abuse, class conflict, family control, rescue
Focused on “captivity” where exact label matches exist.
This does not mean the books share the same plot, setting, quality, or difficulty. It means their relationships embeddings are close.
Luke begins rebuilding the Jedi Order while Han and Chewbacca stumble into Imperial secrets that could change the galaxy.
Why this is here
Relationships labels: family duty · marriage · parenthood · mentor-student · friendship · alliance building · rivalry · captivity · rescue mission · power imbalance
Semantic match: ranked by relationships
Distance: 0.1018
A Sri Lankan math prodigy’s proof and a looming alien response to human nuclear power unfold in parallel.
Why this is here
Relationships labels: family life · marriage · friendship · best friends · parent child · power imbalance · captivity · alien humanity contact · romance · sexual relationship · friendship tension · state coercion
Semantic match: ranked by relationships
Distance: 0.1282
A hunted immortal teen is captured for experiments and pulled deeper into the hidden world of demi-humans.
Why this is here
Relationships labels: friendship · betrayal · sibling bond · rescuer rescued · enemy alliance · power imbalance · human sympathy · group conflict · hostage situation
Semantic match: ranked by relationships
Distance: 0.0992
A steampunk adventurer races across continents to rescue a friend’s family and stop a secretive power grab.
Why this is here
Relationships labels: friendship · protective bond · adult-child bond · kidnapping threat · rescue relationship · rivalry · teamwork · female solidarity · power imbalance
Semantic match: ranked by relationships
Distance: 0.0999
A wrongly accused schoolboy is sent to a brutal private prison-amusement park where survival depends on deadly games.
Why this is here
Relationships labels: friendship · protective friendship · power imbalance · institutional abuse · prisoner-guard conflict · false accusation · friendship under pressure
Semantic match: ranked by relationships
Distance: 0.1043
A brilliant scientist tied to a cure project must survive the outbreak he helped unleash as the world collapses.
Why this is here
Relationships labels: family loss · marriage · parenthood · community · ally group · rescued survivors · power imbalance · human exploitation · betrayal by authorities · friendship
Semantic match: ranked by relationships
Distance: 0.1129
An ex-cop junkie in a vertical cyberpunk city rescues human clones and is dragged back into his own buried past.
Why this is here
Relationships labels: family trauma · rescuer-protected bond · power imbalance · friendship · loyalty · betrayal · dependence · community under corruption
Semantic match: ranked by relationships
Distance: 0.1155
Four illustrated Pern stories follow young people, dragons, and daily life in a beloved fantasy-sf world.
Why this is here
Relationships labels: family loyalty · sibling bonds · twin bond · mentor and candidate · bully and victim · romance · rescuer and rescued · community support · parent-child · power imbalance
Semantic match: ranked by relationships
Distance: 0.1156
A cat-speaking boy races across a near-future world to rescue his family and expose a powerful corporation.
Why this is here
Relationships labels: parents and child · family reunion · friendship with animals · loyal allies · rivalry · rescue mission · captor and captive · community solidarity · betrayal · power imbalance
Semantic match: ranked by relationships
Distance: 0.1204
Captured in zombie-ravaged London, B is forced into brutal gladiator fights against the undead.
Why this is here
Relationships labels: friendship · found family · group loyalty · fear of attachment · protective caregiving · hostage situation · captor-captive dynamic · power imbalance · team trust · sibling-like group
Semantic match: ranked by relationships
Distance: 0.1219
A short companion novella follows Raven after the auction, revealing her brutal life inside the Countess’s palace.
Why this is here
Relationships labels: female friendship · best friends · protective friendship · power imbalance · captor-captive · oppressor-victim · mentor-like bond · forced dependency
Semantic match: ranked by relationships
Distance: 0.1250
Rescued survivors reach a seemingly safe refuge, only to uncover a brutal new order hiding behind salvation.
Why this is here
Relationships labels: friendship · romance · lover · found family · power imbalance · oppression · rivalry · betrayal · group loyalty · rescuer-captive · fatherhood
Semantic match: ranked by relationships
Distance: 0.1255
