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These books are ranked using the characterization labels extracted for Arclight.
Characterization labels used: 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
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: 0.0985
A teen who forgets each day but sees the future must navigate love, secrets, and a dark mystery.
Why this is here
Characterization labels: 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
Semantic match: ranked by characterization
Distance: 0.1101
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: 0.1112
A sheltered teen flees with four amnesiac, genetically altered boys and must uncover the secrets of their pasts before they’re caught.
Why this is here
Characterization labels: naive heroine · strong heroine · coming-of-age · protective leader · broody love interest · bad boy · comic relief · best friend · mysterious boy · alpha male · distinct ensemble · amnesiac characters · morally compromised adults · sheltered protagonist · developing character
Semantic match: ranked by characterization
Distance: 0.1139
An amnesiac teen enters a hidden mind-reader community and becomes the key to a prophecy, war, and romance.
Why this is here
Characterization labels: amnesiac heroine · proactive heroine · strong heroine · feisty heroine · kickass heroine · curious heroine · vulnerable heroine · protective hero · brooding hero · grumpy love interest · kind love interest · jealous rival · kind doctor · supportive sister · loyal friend
Semantic match: ranked by characterization
Distance: 0.1228
In a tightly controlled future, a teen girl’s perfect match is disrupted, pushing her toward forbidden feelings and doubt.
Why this is here
Characterization labels: obedient heroine · self-aware heroine · awakening protagonist · gentle love interest · brooding love interest · mysterious boy · best friend · flat characters · shallow characterization · naive heroine · mature protagonist · tortured love interest
Semantic match: ranked by characterization
Distance: 0.1265
An amnesiac weather warden must recover her identity while a demon steals her life and factions turn against her.
Why this is here
Characterization labels: amnesiac protagonist · strong female lead · kickass heroine · resourceful heroine · vulnerable heroine · snarky protagonist · powerful heroine · troubled love interest · temperamental character · manipulative antagonist · female ensemble · traumatized character · morally gray characters
Semantic match: ranked by characterization
Distance: 0.1310
A teen escapes a brutal goblin prison and enters a hidden Fae realm, where her lost identity and future begin to unravel.
Why this is here
Characterization labels: traumatized protagonist · amnesiac protagonist · young adult heroine · strong female lead · secret heritage · handsome love interest · watcher figure · protective mentor · villainous overlords
Semantic match: ranked by characterization
Distance: 0.1323
An amnesiac teen survivor of a plane crash must uncover her identity while a strange boy claims he knows her from before.
Why this is here
Characterization labels: amnesiac heroine · foster child · gifted protagonist · blank slate · strong-willed heroine · naive protagonist · beautiful heroine · superhuman abilities · analytical mind · mysterious love interest · loyal helper · comic relief · protective boy · evil executive · secondary-character humor
Semantic match: ranked by characterization
Distance: 0.1326
A traumatized teen teams with a mysterious alien to rescue her brother, only to uncover secrets that could change Earth.
Why this is here
Characterization labels: strong heroine · traumatized protagonist · sarcastic heroine · loyal sibling · mysterious alien · protective love interest · resourceful survivor · emotionally damaged lead · stubborn protagonist · secretive character
Semantic match: ranked by characterization
Distance: 0.1328
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: 0.1357
An amnesiac teen’s returning memories expose hidden loyalties, dangerous secrets, and a trap set by those she trusts.
Why this is here
Characterization labels: amnesiac protagonist · split identity · multiple selves · traumatized teen · secretive mentor · manipulative authority · rebellious fighter · moral ambiguity · complex characters · strong heroine
Semantic match: ranked by characterization
Distance: 0.1358
