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Combine common axes
These books are ranked using the characterization labels extracted for Forgotten.
Characterization labels used: teen heroine, psychic protagonist, amnesiac protagonist, strong heroine, likable heroine, judgey heroine, best friend, sweet love interest, perfect boy, secretive mother, absent father, mean girl, protective boyfriend
Focused on “likable 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.
In a sealed sector facing cyborg annihilation, a teen races against a 15-day countdown to survive and resist.
Why this is here
Characterization labels: teen heroine · feisty heroine · strong female lead · impulsive protagonist · resigned protagonist · brave heroine · mysterious boy · depressed mother · frightened best friend · protective father · stubborn protagonist
Semantic match: ranked by characterization
Distance: 0.0800
In a tattooed society where skin records every life, a girl’s father may be judged unworthy—and erased forever.
Why this is here
Characterization labels: teen protagonist · moral innocence · naive heroine · headstrong heroine · self-doubt · mentor figure · best friend · love interest · authoritative mother · mystery-keeper
Semantic match: ranked by characterization
Distance: 0.0913
A teen time traveler botches a school mission, dragging a boy from the past into her future and into a dangerous mystery.
Why this is here
Characterization labels: feisty heroine · impulsive protagonist · stubborn protagonist · smart heroine · relatable heroine · brave heroine · likable heroine · swoony love interest · sweet love interest · nerdy boy · future self · supportive friends
Semantic match: ranked by characterization
Distance: 0.1219
A hidden half-Alpha teen must tutor a prince amid anti-Alpha unrest while a bigger danger rises from the sea.
Why this is here
Characterization labels: teen heroine · flawed heroine · secretive protagonist · strong heroine · feisty heroine · protective father · protective mother · brooding love interest · prince character · best friend · supportive friend · aggressive antagonists · minor characters with distinct personalities · complex heroine
Semantic match: ranked by characterization
Distance: 0.0972
A teen girl who dies and is mysteriously revived races a ticking countdown and a hidden FBI case to stop disaster.
Why this is here
Characterization labels: smart heroine · strong heroine · snarky heroine · resourceful heroine · overachieving student · family caretaker · workaholic father · bipolar mother · mysterious love interest · stoner facade · bad-boy facade · loyal best friend · protective friend · secretive characters · brave protagonist · mature beyond age
Semantic match: ranked by characterization
Distance: 0.1025
A teen girl discovers she's the real time-travel heir in a secret family line and is swept into a hidden London intrigue.
Why this is here
Characterization labels: teen heroine · awkward heroine · naive protagonist · relatable heroine · brave heroine · clever heroine · immature protagonist · arrogant love interest · bossy love interest · mysterious love interest · secretive mother · perfect cousin · loyal best friend · mischievous friend · icy grandmother · protective family
Semantic match: ranked by characterization
Distance: 0.1062
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: 0.1073
A teen time-traveler breaks the rules to save her mother, then wakes in a radically altered life full of secrets.
Why this is here
Characterization labels: teen heroine · determined protagonist · self-sacrifice · impulsive protagonist · morally conflicted heroine · strong female lead · emotionally confused protagonist
Semantic match: ranked by characterization
Distance: 0.1091
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: 0.1095
An amnesiac teen surviving in a light-protected refuge must unravel the truth about herself and the creatures beyond the dark.
Why this is here
Characterization labels: amnesiac heroine · detached narrator · resilient heroine · fierce heroine · outsider protagonist · protective love interest · brooding love interest · secretive adults · annoying best friend · mysterious boy · emotionally complex boy · fearful children
Semantic match: ranked by characterization
Distance: 0.1101
An orphan with hidden powers is pulled into a parallel reality where family, identity, and time are all unsettled.
Why this is here
Characterization labels: teen protagonist · orphan · foster kid · troubled teen · guarded heroine · smart heroine · sarcastic heroine · strong-willed heroine · passive protagonist · mature but fun · mysterious male lead · older love interest · popular girl · supportive best friend · delinquent youth · male lead with secrets · stubborn heroine
Semantic match: ranked by characterization
Distance: 0.1104
A memory-wiped teen must survive a controlled new life while eerie flashes of her past suggest the government is lying.
Why this is here
Characterization labels: amnesiac protagonist · teen protagonist · strong heroine · curious protagonist · secretive family · unreliable allies · complex characters · suspect parent figures · slated teens
Semantic match: ranked by characterization
Distance: 0.1133
