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Combine common axes
These books are ranked using the characterization + relationships labels extracted for Opposite of Always. Books rank higher when they are close on every selected axis.
Characterization labels used: teen protagonist, love interest, best friends, supportive parents, flawed narrator, relatable narrator, dorky lead, quirky love interest, tight-knit friend group, character-driven
Relationships labels used: first love, friendship trio, family bonds, best friends, parent-child relationship, black love
This does not mean the books share the same plot, setting, quality, or difficulty. It means their characterization + relationships 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
Relationships labels: friendship · bromance · love triangle · girlfriend relationship · family dynamics · stepfamily · best friend
Semantic match: ranked by characterization + relationships
Distance: 0.1268
A lonely gay teen falls for a mystery boy with fire powers, then gets pulled into secrets, danger, and first love.
Why this is here
Characterization labels: gay teen · lonely teen · awkward teen · introverted protagonist · funny narrator · sassy protagonist · mysterious love interest · loner love interest · supportive parents · best-friend duo · mean girl · scientist antagonists
Relationships labels: first love · friends to lovers · best friends · supportive friendship · family support · secret-keeping · mismatched trust
Semantic match: ranked by characterization + relationships
Distance: 0.1429
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
Relationships labels: friendship trio · best friends · classmates · family bond · parent-child relationship · mentor figure · rivalry
Semantic match: ranked by characterization + relationships
Distance: 0.1492
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
Relationships labels: best friends · love triangle · romance · sibling bond · protective partnership · family bond · jealousy · unrequited love · complicated romance
Semantic match: ranked by characterization + relationships
Distance: 0.1495
Teen Clark Kent discovers new powers and a town-wide mystery while Smallville hides a troubling secret.
Why this is here
Characterization labels: teenage hero · kindhearted protagonist · nerdy protagonist · idealistic protagonist · supportive best friend · investigative friend · supportive parents · love interest · alien outsider
Relationships labels: best friends · found family · parent-child · platonic friendship · possible romance · love triangle · community conflict · corporate rivalry · mentorless growth · friendship under secrecy
Semantic match: ranked by characterization + relationships
Distance: 0.1501
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
Relationships labels: first love · ex-boyfriend · best friend · family estrangement · parent-child relationship · divorce · friendship · sibling relationship · support system
Semantic match: ranked by characterization + relationships
Distance: 0.1509
A queer college freshman facing suicide gets nine days to choose life as an asteroid heads for Earth.
Why this is here
Characterization labels: depressed protagonist · queer teen · best-friend love interest · devout parents · supportive sibling · young adult protagonist · fully formed side characters · butch love interest · child character · roommate character
Relationships labels: best friends to lovers · childhood friends · family dynamics · romantic tension · queer romance · parent-child relationship · sibling relationship · friendship bond · chosen family · community support
Semantic match: ranked by characterization + relationships
Distance: 0.1523
In a near-future town, a teen discovers she erased painful memories and must decide whether to reclaim them.
Why this is here
Characterization labels: teen protagonist · restless teen · emotionally traumatized · memory loss victim · supportive grandmother · best friends · love interest · doctor figure · non-binary side character · flawed adults · relatable characters
Relationships labels: first love · second chance romance · best friends · family conflict · grandmother-grandchild · parent-child tension · romantic memory bond · friend group · supportive friendship · adult distrust
Semantic match: ranked by characterization + relationships
Distance: 0.1530
A teen gets a magical do-over after cheating on her boyfriend, but changing one mistake scrambles everything.
Why this is here
Characterization labels: teen girl protagonist · popular jock · sweet best friend · self-centered boyfriend · insecure heroine · dependent protagonist · two love interests
Relationships labels: best friends · romantic triangle · boyfriend girlfriend · childhood friends · mutual friends · betrayal · unrequited love · friendship · first love
Semantic match: ranked by characterization + relationships
Distance: 0.1625
A terminally ill teen wakes five years later in a new body and must face the life, love, and friends that moved on without him.
Why this is here
Characterization labels: teen protagonist · sympathetic narrator · wry humor · relatable · immature · selfish (mixed) · reckless · brave · stubborn · whiny (mixed) · supportive parents · best friend · new friend · ex-girlfriend fixation
Relationships labels: parent-child · best friendship · romance · ex-partner · engagement · unrequited love · friendship strain · family grief · lost time · queer friendship
Semantic match: ranked by characterization + relationships
Distance: 0.1632
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
Relationships labels: friendship · found family · m/m romance · insta-love · romantic bond · best friends · foster family · father-son · ex-girlfriend · community bonds · wholesome relationship
Semantic match: ranked by characterization + relationships
Distance: 0.1645
Two teens return to an evacuated town and uncover a hidden force behind the lockdown, strange behavior, and escalating danger.
Why this is here
Characterization labels: teen protagonists · high school students · young adult leads · likeable teens · best friends · budding romance · intelligent heroine · superhuman protagonist · antagonist hidden late · adult characters underdeveloped · mouthy teens · immature teen voice · heroic family
Relationships labels: best friends · boyfriend/girlfriend tension · budding romance · childhood friends · family ties · mother's boyfriend · father-daughter/son family tie · community bonds
Semantic match: ranked by characterization + relationships
Distance: 0.1670
