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Combine common axes
These books are ranked using the characterization labels extracted for The Rules.
Characterization labels used: hybrid heroine, quiet outsider, mean girl, popular boy, protective friend, social outcast, jock, damaged past, snarky heroine, morally restrained, traumatized protagonist, observant love interest, reluctant rebel, multi-dimensional characters
Focused on “level-headed heroine” 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.
A teen with psychic touches and past-life dreams uncovers a time-crossing love tied to Romanov Russia.
Why this is here
Characterization labels: isolated heroine · quiet heroine · artist protagonist · brooding love interest · new boy · protective love interest · tough exterior · complex friend · stern father · secretive adult · mysterious boy · level-headed heroine
Semantic match: ranked by characterization
Distance: 0.1505
A shy high schooler gets a letter from her future self urging her to save a new classmate from a tragic fate.
Why this is here
Characterization labels: shy heroine · timid protagonist · passive heroine · relatable protagonist · selfless friend · protective friend · popular boy · transfer student · supportive friend group · teen characters · emotionally burdened
Semantic match: ranked by characterization
Distance: 0.1310
A lonely scholarship teen is pulled into Jane Eyre and must choose between a classic romance and her own life.
Why this is here
Characterization labels: bookish heroine · outsider · scholarship student · lonely teen · shy protagonist · insecure heroine · sarcastic heroine · coming of age · brooding hero · popular girl · mean girl · misunderstood boy · teacher crush · stepparent conflict · grieving daughter · female agency · wounded hero · matured heroine
Semantic match: ranked by characterization
Distance: 0.1436
In a world where love is treated like a disease, a waiting-for-the-cure teen falls for the one boy she should avoid.
Why this is here
Characterization labels: naive heroine · reluctant conformist · mysterious boy · love interest · best friend character · passive protagonist · growth arc · weak heroine
Semantic match: ranked by characterization
Distance: 0.1465
In a brutal future school, manufactured girls compete for roles as wives, sex objects, or teachers under male rule.
Why this is here
Characterization labels: naive heroine · eager to please · flawed protagonist · mean girl · best friend rivalry · emotionally damaged · unlikable characters · competitive girls · passive protagonist · self-destructive
Semantic match: ranked by characterization
Distance: 0.1478
A shy teen time traveler’s secret life in 1860 gets complicated when her crush is pulled into the past with her.
Why this is here
Characterization labels: awkward teen · shy heroine · outcast heroine · popular boy · jock · mean-girl girlfriend · supportive best friend · resilient heroine · resourceful heroine · self-sufficient heroine · protective love interest · redeemed jerk · serious heroine in the past · mature-for-age teen · sassy heroine
Semantic match: ranked by characterization
Distance: 0.1495
A new girl at an elite Manhattan school discovers a secret time portal and glimpses a doomed future.
Why this is here
Characterization labels: Teen protagonist · Twin siblings · Outsider · Popular clique · Mean girls · Rich elite · Spoiled teens · Social climbers · Outcast heroine · Cardboard characters · Stereotyped characters · Male sibling · Female friendship · Moral ambiguity · Revenge-minded
Semantic match: ranked by characterization
Distance: 0.1501
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: 0.1516
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: 0.1524
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: 0.1525
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: 0.1528
A teen girl who can't be mind-controlled by alien rulers must trust a stranger and uncover why she's different.
Why this is here
Characterization labels: teen heroine · lonely outcast · hidden identity · protective love interest · male love interest · guarded protagonist · spunky heroine · loyal · reluctant trust · conflicted
Semantic match: ranked by characterization
Distance: 0.1543
