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Combine common axes
These books are ranked using the characterization labels extracted for One Way Ticket to Earth.
Characterization labels used: young boy, grieving child, homesick, determined, emotionally attached, lovable, parents, friendship bond
Focused on “bullied” where exact label matches exist.
This does not mean the books share the same plot, setting, quality, or difficulty. It means their characterization embeddings are close.
After season 1, the Hawkins kids cope with trauma and school by making a zombie movie for extra credit.
Why this is here
Characterization labels: traumatized protagonist · grieving · depressed · bullied · awkward kid · new kid · aspiring filmmaker · creative kid · friend group dynamics · character growth · supportive friend group · positive masculinity · anxious child · wants to direct
Semantic match: ranked by characterization
Distance: 0.2047
A Newt-centered Maze Runner novella follows his final days as the Flare worsens and a last chance at purpose appears.
Why this is here
Characterization labels: caring friend · protective · brave · self-sacrificing · morally good · mentally deteriorating · complex character · nurturing · young mother · child character
Semantic match: ranked by characterization
Distance: 0.1792
A boy caring for his agoraphobic mother must survive as mysterious plants bring his London tower block to a standstill.
Why this is here
Characterization labels: young boy · brave child · resourceful child · lovely narrator · young carer · agoraphobic mother · sick mother · depressed mother · older neighbors · caretaker · best friend · found family · outcast friend · partially deaf friend
Semantic match: ranked by characterization
Distance: 0.1807
A nervous boy moving to a futuristic planet must adjust to a strange new home, school, and friends.
Why this is here
Characterization labels: anxious child · reluctant mover · curious child · friendly peer · supportive family · new kid · relatable protagonist · lovable protagonist · resourceful child · twin siblings
Semantic match: ranked by characterization
Distance: 0.1820
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
Characterization labels: tween boys · middle school boys · grieving child · loner · introvert · gardener · bully · domineering father · overprotective family · reluctant friendship · sympathetic protagonist · character growth · competitive father · found-family child
Semantic match: ranked by characterization
Distance: 0.1876
Three siblings en route to a new home are diverted into a strange world where time is running out.
Why this is here
Characterization labels: single mother · worrying boy · dramatic teenager · precocious child · genius child · independent child · sympathetic sibling · quirky child
Semantic match: ranked by characterization
Distance: 0.1898
A grieving teen inherits a secret portal and must brave a perilous other world to save the old dog he loves.
Why this is here
Characterization labels: teen protagonist · ordinary boy · athletic · good kid · parentified child · grieving son · alcoholic parent · recluse · grumpy old man · loyal dog · crotchety mentor · heroic growth · resilient
Semantic match: ranked by characterization
Distance: 0.1951
Two children’s woodland hideout leads them into a reality-splitting mystery tied to family secrets and loss.
Why this is here
Characterization labels: imaginative children · lonely boy · bossy girl · best friends · shy protagonist · grieving child · overprotective mother · loving grandfather · family-drawn adults · unstable adult memory
Semantic match: ranked by characterization
Distance: 0.2033
A foster kid discovers invisibility after a terrifying encounter and must uncover his origins while deciding whom to trust.
Why this is here
Characterization labels: foster child · Black boy · young teen · wary protagonist · artistic protagonist · resourceful · curious · tenacious · reluctant trust · lovable protagonist · psychiatrist parent · best friend · new siblings
Semantic match: ranked by characterization
Distance: 0.2052
A grieving teen uses a once-only time trip to try to save her brother, risking the past, present, and her future.
Why this is here
Characterization labels: grieving teen · determined heroine · relatable protagonist · sibling-focused · love interest · supportive parents · likable characters · flat characters (mixed) · emotionally driven · depressed protagonist · brave heroine · self-sacrificing · character growth
Semantic match: ranked by characterization
Distance: 0.2135
A grieving teen joins a Malaysian road trip to find her estranged sister before an unavoidable apocalypse arrives.
Why this is here
Characterization labels: teen protagonist · angry protagonist · grieving protagonist · estranged sister · single mother · supportive boyfriend · boyfriend's parents · loving family · emotionally unavailable mother · deceased father · stray cat
Semantic match: ranked by characterization
Distance: 0.2135
A hopeful teen from a space colony navigates Earth school life while drawn to a strange, flavorless boy with secrets.
Why this is here
Characterization labels: relatable teen · curious heroine · hopeful protagonist · mysterious boy · nihilistic character · emotionally withdrawn · strange boy · supportive friend group · new kid
Semantic match: ranked by characterization
Distance: 0.2148
