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Combine common axes
These books are ranked using the characterization labels extracted for Singing the Dogstar Blues.
Characterization labels used: rebellious heroine, snarky protagonist, troublemaker, resourceful heroine, anti-authority, jaded teen, lonely outsider, genetically engineered child, famous-parent daughter, alien outsider, endearing alien, social misfit, loyal friend, cynical exterior, soft heart, protective
This does not mean the books share the same plot, setting, quality, or difficulty. It means their characterization embeddings are close.
A rebellious teen is hurled into the future and must untangle family lies, time travel, and her own becoming.
Why this is here
Characterization labels: rebellious teen · snarky teen · manipulated heroine · naive · self-centered · morally ambiguous · sympathetic villain · antagonist backstory · young adult protagonist · mentor figure · biological father reveal · adoptive family tension · future-self contrast
Semantic match: ranked by characterization
Distance: 0.1315
A secretive teen time traveler falls for a normal boy, risking her family’s rules, safety, and the past itself.
Why this is here
Characterization labels: shy heroine · socially isolated · loner · kick-butt heroine · strong heroine · awkward teen · protective family · persistent hero · loyal hero · charming hero · secretive parents · close siblings · overcontrolled teen · fighting skills · coming of age
Semantic match: ranked by characterization
Distance: 0.1338
After lightning grants a teen the power to find missing kids, she’s hunted by the FBI and everyone else.
Why this is here
Characterization labels: snarky heroine · sarcastic heroine · tomboy · spunky protagonist · strong-willed · headstrong · defensive · fiercely loyal · brave · self-confident · angry teen · bad boy love interest · troubled brother · best friend · FBI agents · mature for age · heroic · comic relief · supportive family
Semantic match: ranked by characterization
Distance: 0.1365
A short prequel comic follows teenage Ellie’s first steps beyond the walls as she befriends Riley and meets the Fireflies.
Why this is here
Characterization labels: teen protagonist · troubled teen · rebellious · survivalist · vulnerable · snarky · resourceful · female friendship · young rebel · complex leader
Semantic match: ranked by characterization
Distance: 0.1424
A weather-controlling heroine races to Las Vegas to stop a power-drunk teen, while rival factions and hidden agendas close in.
Why this is here
Characterization labels: snarky heroine · strong heroine · reactive protagonist · determined protagonist · resourceful heroine · overmatched heroine · troubled teen · mysterious ally · morally compromised leaders · corrupt authority · protective love interest · martyr complex · tenacious heroine · emotionally battered protagonist
Semantic match: ranked by characterization
Distance: 0.1479
An alien Supergirl struggles to adapt to Earth, make allies, and uncover the secrets of her origin.
Why this is here
Characterization labels: alienated heroine · standoffish protagonist · angsty heroine · powerful heroine · traumatized survivor · wary protagonist · determined heroine · outsider · teenage attitude · cautious ally · brave friend
Semantic match: ranked by characterization
Distance: 0.1525
Max Mayfield revisits her pre-Hawkins past and season 2 events through her own eyes, deepening the family trauma.
Why this is here
Characterization labels: strong-willed heroine · spunky heroine · teen girl · brooding teen · abusive brother · abusive stepfather · difficult mother · absent father · complicated sibling · character study · emotional depth · relatable struggles · rebel teen · protective friend · bullied protagonist
Semantic match: ranked by characterization
Distance: 0.1526
A teen mind reader is drawn into a hidden community of her kind, where trust and freedom may cost everything.
Why this is here
Characterization labels: teen heroine · mind reader · freak · outsider · whiny protagonist · insecure protagonist · naive protagonist · strong heroine · compassionate heroine · mysterious love interest · controlling grandmother · mentor figure · popular girl · troubled father figure
Semantic match: ranked by characterization
Distance: 0.1539
A sheltered young meta-human faces war, betrayal, and a painful reckoning with her family and powers.
Why this is here
Characterization labels: teen heroine · sassy protagonist · resilient heroine · abused child · sheltered upbringing · powerful but uncontrolled · emotionally guarded · snarky protagonist · moral uncertainty · betrayed protagonist
Semantic match: ranked by characterization
Distance: 0.1539
A teen dome-dweller crosses into a toxic outside world of mutants, danger, and forbidden love, forcing a hard choice.
Why this is here
Characterization labels: teen heroine · naive heroine · strong heroine · sympathetic protagonist · morally conflicted · decisive protagonist · flawed protagonist · love interests · supporting character development · elite society · outsider survivors
Semantic match: ranked by characterization
Distance: 0.1573
A nerdy small-town teen’s crush on the new quarterback spirals into alien secrets, royal destiny, and danger.
Why this is here
Characterization labels: nerdy heroine · geeky heroine · unpopular girl · outsider · orphan · adopted child · strict guardian · popular quarterback · sweet love interest · mean girl · bullly (spelling variant weak) · protective parents · loyal best friend · confused teen · coming-of-age · self-confidence arc · underdog heroine · impulsive heroine · immature teens
Semantic match: ranked by characterization
Distance: 0.1576
In an alternate Victorian England, two schoolboys uncover a secret behind the smoke that marks sin, class, and power.
Why this is here
Characterization labels: teen protagonists · aristocratic youth · working class contrast · bully · good friend · compassionate friend · angry protagonist · loyal companion · moral outsider · female scientist · sinful heir · villainous prefect · secretive family · rebellious daughter · naive youths
Semantic match: ranked by characterization
Distance: 0.1609
