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Combine common axes
These books are ranked using the characterization labels extracted for The First State of Being.
Characterization labels used: anxious protagonist, shy boy, parentified child, single mother, maintenance man, older babysitter, time traveler, carefree teen, supportive adults, flawed characters, likeable characters, lonely child, socially awkward
This does not mean the books share the same plot, setting, quality, or difficulty. It means their characterization embeddings are close.
A shy girl sent to stay with relatives finds a watch that sends her into her mother’s past, revealing family secrets.
Why this is here
Characterization labels: shy protagonist · reserved child · awkward tween · lonely outsider · self-conscious girl · imaginative child · complicated parent · changed-by-experience arc
Semantic match: ranked by characterization
Distance: 0.1087
A shy new kid at school discovers only she can see mysterious creatures tied to fear, friendship, and danger.
Why this is here
Characterization labels: awkward protagonist · anxious protagonist · shy protagonist · small-for-age protagonist · outcast · brave protagonist · spunky protagonist · relatable protagonist · bully target · well-meaning parents · distinct side characters
Semantic match: ranked by characterization
Distance: 0.1125
A lonely boy grows up amid disappearances and family secrets, chasing clues to his grandfather and a possible other world.
Why this is here
Characterization labels: lonely protagonist · socially isolated · quiet child · adult descent · unreliable protagonist · grieving son · eccentric grandfather · protective parents · misunderstood outsider · emotionally stunted family
Semantic match: ranked by characterization
Distance: 0.1134
A frightened linguist heads to Greenland to translate a thawed girl’s unknown language and uncover her brother’s death.
Why this is here
Characterization labels: anxious heroine · introverted protagonist · agoraphobic protagonist · linguist protagonist · scientist · enigmatic man · brilliant but difficult · grieving sibling · protective father · sick child · young girl · unreliable characters
Semantic match: ranked by characterization
Distance: 0.1166
A Korean-Canadian teen with scent-triggered time slips goes to Korea to uncover her mother’s disappearance and her own past.
Why this is here
Characterization labels: teen protagonist · reserved protagonist · brave protagonist · emotionally mature teen · emotionally unavailable father · single father · absent mother · supportive best friend · sweet love interest · supportive aunt · complex side characters
Semantic match: ranked by characterization
Distance: 0.1206
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: 0.1222
In near-future London, a mother and son flee as a tech-dependent society suddenly shuts down.
Why this is here
Characterization labels: young mother · protective parent · precocious child · clever child · anxious protagonist · resourceful woman · frustrated parent · difficult protagonist · unlikeable protagonist · weak partner · single parent · unreliable protagonist · survival-minded
Semantic match: ranked by characterization
Distance: 0.1313
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: 0.1350
A quiet teen in a guarded valley learns a forbidden visit signals a friend’s death and must choose between duty and love.
Why this is here
Characterization labels: awkward teen · quiet protagonist · female protagonist · lonely protagonist · obedient daughter · logical thinker · rule follower · competent student · unlikely dissenter · adult protagonist · melancholic narrator · brilliant boy · kind love interest · strict mother · moral agent
Semantic match: ranked by characterization
Distance: 0.1377
A lonely alien studies Earth and finds unexpected comfort, friendship, and life lessons among talking creatures.
Why this is here
Characterization labels: lonely protagonist · naive protagonist · empathetic narrator · introverted characters · insecure characters · philosophical characters · quirky secondary characters · vulnerable characters
Semantic match: ranked by characterization
Distance: 0.1377
Future letters push a shy high schooler and her friends to try to save a troubled boy and rewrite regret.
Why this is here
Characterization labels: shy protagonist · timid heroine · selfless friend · supportive friend group · troubled boy · depressed character · complex character · comic relief · leader figure · protective friend · popular boy
Semantic match: ranked by characterization
Distance: 0.1381
Two teens enter patients’ nightmares to cure fear, but a new case and hidden secrets threaten their fragile team.
Why this is here
Characterization labels: teen protagonists · scientist mentor · adopted child · amnesiac protagonist · disabled protagonist · brave · curious · secretive adults · troubled children
Semantic match: ranked by characterization
Distance: 0.1408
