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These books are ranked using the characterization labels extracted for Noggin.
Characterization labels used: teen protagonist, sympathetic narrator, wry humor, relatable, immature, selfish (mixed), reckless, brave, stubborn, whiny (mixed), supportive parents, best friend, new friend, ex-girlfriend fixation
This does not mean the books share the same plot, setting, quality, or difficulty. It means their characterization embeddings are close.
A teen who knows his exact death date has two days to find love, answers, and maybe a way to survive.
Why this is here
Characterization labels: teen protagonist · flawed narrator · humorous narrator · best friend sidekick · love triangle · supportive family
Semantic match: ranked by characterization
Distance: 0.0943
A clone teen with the power to jump realities wakes alone on abandoned Earth and must solve why he was created.
Why this is here
Characterization labels: teen protagonist · clone · sarcastic · overanalytical · introspective · thoughtful · smart · lonely · self-doubting · prickly heroine · young couple · morally conscientious · idealistic · relatable
Semantic match: ranked by characterization
Distance: 0.1098
After an accident, a teen violinist loses memories and sees an invisible boy, leading her into a buried secret about her past.
Why this is here
Characterization labels: teen girl · violist · introspective protagonist · emotionally isolated · depressed protagonist · protective parent · best friend · ex-boyfriend · supportive friend
Semantic match: ranked by characterization
Distance: 0.1232
A teen writer learns she can cross mirror worlds and must stop an unseen force killing her in every reality.
Why this is here
Characterization labels: writer protagonist · relatable teen · mysterious love interest · protective boy · loyal best friend · autistic sibling · capable heroine
Semantic match: ranked by characterization
Distance: 0.1254
A Bronx teen considers a memory-erasing procedure that could free him from pain—or erase his true self.
Why this is here
Characterization labels: teen protagonist · queer teen · troubled youth · self-loathing · complex protagonist · supportive girlfriend · new best friend · homophobic peers · flawed characters · emotionally damaged
Semantic match: ranked by characterization
Distance: 0.1278
A teen falls for a girl, loses her, and gets repeated chances to rewind time—at a cost to everyone else he loves.
Why this is here
Characterization labels: teen protagonist · love interest · best friends · supportive parents · flawed narrator · relatable narrator · dorky lead · quirky love interest · tight-knit friend group · character-driven
Semantic match: ranked by characterization
Distance: 0.1293
A teenage time traveler is swept into 18th-century missions, secrets, and a chaotic romance that keeps shifting under her feet.
Why this is here
Characterization labels: teen heroine · reluctant hero · love interest · sarcastic narrator · immature protagonist · arrogant suitor · comic sidekick · supportive best friend · secretive authority figures · antagonistic relatives · competent companion
Semantic match: ranked by characterization
Distance: 0.1310
Two strangers receive a 24-hour death warning and use a friend-finding app to spend their final day together.
Why this is here
Characterization labels: teen protagonists · anxious protagonist · introvert · homebody · rough exterior · compassionate · selfless · hilarious · flawed · relatable · emotionally guarded · traumatized · predictable tropes · age-appropriate characterization
Semantic match: ranked by characterization
Distance: 0.1342
A grieving teen uses a once-only time trip to try to save her brother, risking the past, present, and her future.
Why this is here
Characterization labels: grieving teen · determined heroine · relatable protagonist · sibling-focused · love interest · supportive parents · likable characters · flat characters (mixed) · emotionally driven · depressed protagonist · brave heroine · self-sacrificing · character growth
Semantic match: ranked by characterization
Distance: 0.1347
A teen’s diary tracks a year of carbon rationing in near-future Britain as climate crisis upends her family and life.
Why this is here
Characterization labels: teen protagonist · angsty teen · caustic narrator · flawed heroine · relatable teen · dysfunctional family · embarrassing parents · rebellious sibling · band member · resourceful · strong-willed
Semantic match: ranked by characterization
Distance: 0.1361
A 15-year-old girl who can disappear is pulled into a hidden world where her secret ties to larger clan conflicts.
Why this is here
Characterization labels: teen protagonist · genius friend · supportive friend · comic relief · secretive heroine · impulsive heroine · overpowered characters · idealized teens
Semantic match: ranked by characterization
Distance: 0.1379
On a near-empty post-apocalyptic Earth, a boy pursues the thief who stole his beloved dog.
Why this is here
Characterization labels: teen protagonist · resourceful · naive · determined · introspective · bookish · courageous · loyal · compelling narrator · young adventurer · survivor · relatable
Semantic match: ranked by characterization
Distance: 0.1386
