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These books are ranked using the relationships labels extracted for Penguin Highway.
Relationships labels used: father-son, childhood crush, friend group, peer friendship, adult-child mentorship, rivalry, bullying, community support
Focused on “friend group” 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.
A Black tween’s laundry-avoidance scheme derails into a blackout mystery that leaves him and his friends alone in the neighborhood.
Why this is here
Relationships labels: mother-son · stepfather stepson · siblings · friend group · crush · peer bonding · family tension · community friendship
Semantic match: ranked by relationships
Distance: 0.1164
Five teens who become holographic Disney World guides must stop villainous forces that come alive after dark.
Why this is here
Relationships labels: friend group · teamwork · mentor-protege · parent-child · crushes · gender dynamics · rivalry with villains · supportive partnership
Semantic match: ranked by relationships
Distance: 0.1165
After season 1, the Hawkins kids cope with trauma and school by making a zombie movie for extra credit.
Why this is here
Relationships labels: male friendship · friend group · peer support · school camaraderie · bullying · trauma bonding · found family · mentor-student
Semantic match: ranked by relationships
Distance: 0.1173
A moon-obsessed teen wins a space suit, then gets swept into a far stranger adventure that tests science and nerve.
Why this is here
Relationships labels: father-son · friendship · mentor figure · teamwork · cross-age friendship · rescue bond · protective friendship · parental support
Semantic match: ranked by relationships
Distance: 0.0898
A bullied, puzzle-loving 13-year-old gets cryptic letters that pull him into a multiverse-saving quest.
Why this is here
Relationships labels: father-son bond · supportive parent-child · family teamwork · friend group · sibling relationship · mentor-guide dynamic · rivalry · trust
Semantic match: ranked by relationships
Distance: 0.1232
When adults die in horrifying attacks, a teenage boy must lead other kids to survive and uncover the cause.
Why this is here
Relationships labels: father-son conflict · grandmother bond · crush · protective romance · friend group · found family · older-sibling role · caretaking · leader-followers · peer cooperation · group dynamics
Semantic match: ranked by relationships
Distance: 0.1303
A series-prequel follows Brandon’s origins, revealing how the Game began and reshaping everything readers thought they knew.
Why this is here
Relationships labels: father-son relationship · found family · mentor-mentee · friend group · power hierarchy · parental mystery · adoptive relationship · companionship
Semantic match: ranked by relationships
Distance: 0.1310
A Minecraft griefer is pulled into the game and must survive, ally up, and stop a war that could spill into reality.
Why this is here
Relationships labels: friendship · teamwork · allies · mentor-mentee · father-son · community defense · bullying
Semantic match: ranked by relationships
Distance: 0.1045
A collection of cute Star Wars gag cartoons reimagines iconic characters as friends, kids, and family in everyday comic moments.
Why this is here
Relationships labels: friendship · fatherhood · parent-child · siblings · found family · school-friend dynamics · rivalry · community
Semantic match: ranked by relationships
Distance: 0.1052
Years later, a haunted friend group returns home to face the evil that fed on their childhood fears.
Why this is here
Relationships labels: friendship · childhood friendship · adult friendship · group loyalty · teamwork · family conflict · parent-child conflict · bully-victim · community complicity
Semantic match: ranked by relationships
Distance: 0.1070
A young prince of Wakanda is sent to Chicago, where new friends, school bullies, and a dark mystery push him toward heroism.
Why this is here
Relationships labels: father and son · best friends · friendship rivalry · bullying · peer pressure · secret identity · mentorship · betrayal · sibling rivalry · chosen loyalties · community protection
Semantic match: ranked by relationships
Distance: 0.1099
Two middle-school boys start losing their memories to each other and must uncover the strange link before they lose themselves.
Why this is here
Relationships labels: friendship · found family · parent-child conflict · bullying · sibling conflict · peer rivalry · mentor-like friendship · community support
Semantic match: ranked by relationships
Distance: 0.1100
