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Combine common axes
These books are ranked using the characterization labels extracted for The Taking.
Characterization labels used: teen girl protagonist, athlete protagonist, bratty heroine, strong-willed heroine, confused protagonist, angry heroine, suspicious father, protective love interest, supportive love interest, conspiracy theorist father, alienated family
This does not mean the books share the same plot, setting, quality, or difficulty. It means their characterization embeddings are close.
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: 0.1005
A desperate teen cheats into an elite monster-chariot race to save her family in a brutal, caste-bound island world.
Why this is here
Characterization labels: teen heroine · fierce protagonist · determined protagonist · angry protagonist · protective sibling · chronically ill sibling · abusive father · morally gray love interest · ex-boyfriend · elite rival · headstrong heroine
Semantic match: ranked by characterization
Distance: 0.1047
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: 0.1145
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: 0.1146
After a bird-borne disaster, a teen wakes healed and changed, then uncovers a secret tied to her body and feelings.
Why this is here
Characterization labels: teen protagonist · bi protagonist · questioning protagonist · relatable heroine · level-headed love interest · bland love interest · supportive parent · supportive mother · conspiracy theorist friend · secretive love interest · charismatic girl · ordinary teens in extreme circumstances
Semantic match: ranked by characterization
Distance: 0.1161
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: 0.1166
A secretive teen enforcer in a magically divided London must choose between her hidden truth, her father, and a looming war.
Why this is here
Characterization labels: teen protagonist · strong female lead · morally grey · fiery heroine · secretive protagonist · determined · impulsive · intuitive · confident · arrogant · trained fighter · badass heroine · adopted daughter · mysterious father · protective father · Mary Sue (mixed) · flawed heroine · emotional restraint · young adult protagonist
Semantic match: ranked by characterization
Distance: 0.1171
A teen sent to study with her grandparents slips through a time gate into a dangerous past of druids, tribes, and sacrifice.
Why this is here
Characterization labels: teen protagonist · young adult protagonist · smart heroine · naive heroine · self-centered male character · illness-driven character · protective adults · skeptical elders · mature teenagers · romantic interest
Semantic match: ranked by characterization
Distance: 0.1182
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: 0.1191
Released from detention, a teen heiress to an illegal chocolate empire is forced into exile and danger to protect her family.
Why this is here
Characterization labels: strong heroine · reluctant heir · mob daughter · teen protagonist · family loyalist · headstrong · sarcastic · crafty · calculating · protective sibling · matured protagonist · morally conflicted · bossy love interest · quirky love interest · supportive ally · one-sided love interest · smart protagonist · badass heroine
Semantic match: ranked by characterization
Distance: 0.1209
A hidden immortal clan must protect a teen with healing blood as rival sects, disease, and prophecy turn her into a target.
Why this is here
Characterization labels: teen protagonist · immortal heroine · psychic powers · healer · rebellious teenager · naive protagonist · powerful child · mentor figures · secretive family · violent antagonists
Semantic match: ranked by characterization
Distance: 0.1213
A fugitive flock of winged teens heads west, facing betrayal, destiny, and a looming secret plan.
Why this is here
Characterization labels: teen protagonists · found family · leader burden · reluctant leader · protective heroine · talkative side characters · betrayer · traitor · child experiment · creepy child · mad scientist · brooding love interest · annoyed rival
Semantic match: ranked by characterization
Distance: 0.1218
