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Combine common axes
These books are ranked using the characterization labels extracted for The Last Beginning.
Characterization labels used: teen protagonist, adopted child, whiz kid, programmer, scientist parents, AI sidekick, impulsive heroine, headstrong, smart but reckless, emotionally intense, immature teenager, brilliant, queer heroine, love interest, supportive parents, famous parents, fugitive parents
This does not mean the books share the same plot, setting, quality, or difficulty. It means their characterization embeddings are close.
A hunted teen who sees death dates must protect his family when a child’s altered power draws ruthless people in.
Why this is here
Characterization labels: teen protagonist · young parent · pregnant heroine · gifted child · villainous antagonist · government target · protective father · fugitive · matured characters · flawed characters · character growth · strong mother
Semantic match: ranked by characterization
Distance: 0.1305
A 15-year-old boy wakes up invisible and teams with a blind girl while his family races to explain and reverse it.
Why this is here
Characterization labels: teen protagonist · relatable teen · sarcastic teen · angsty teen · physicist parent · blind girl · independent girl · supportive parents · smart parent · quick-thinking protagonist · emotionally controlled narrator · mature growth arc
Semantic match: ranked by characterization
Distance: 0.1309
A rebellious teen joins an early Mars colony, where a risky solo outing leads to first contact and a larger mystery.
Why this is here
Characterization labels: teen girl protagonist · impulsive protagonist · rebellious teen · snarky narrator · coming of age · young scientist family · authoritarian administrator · older love interest · male pilot · regular people
Semantic match: ranked by characterization
Distance: 0.1389
A grief-stricken teen chases her father’s killer across parallel worlds and gets pulled into a love triangle.
Why this is here
Characterization labels: teen heroine · artistic protagonist · impulsive heroine · determined heroine · loyal daughter · scientist parents · mysterious love interest · brooding love interest · flirty assistant · archetypal love interests · grey morality · underdetermined antagonist
Semantic match: ranked by characterization
Distance: 0.1390
A girl in witness protection races to save her missing parents and uncover the truth about her hidden past.
Why this is here
Characterization labels: female protagonist · clever protagonist · resourceful protagonist · curious protagonist · smart girl · young teen protagonist · computer whiz · hacker · foster kid · scientist parent · mysterious handler · untrustworthy adult · loyal friend · brave kids
Semantic match: ranked by characterization
Distance: 0.1401
On a new colony world, a teen xenobiologist fights to save her sister when an alien infestation erupts and family secrets surface.
Why this is here
Characterization labels: teen protagonist · female protagonist · lesbian protagonist · xenobiologist · intelligent heroine · resourceful · brave · obsessive crush · angsty teen · sickly sister · twin sisters · adult incompetence · supportive parents · scientist parents · strong sibling bond · final girl · reluctant hero · young female lead
Semantic match: ranked by characterization
Distance: 0.1438
Two teens enter patients’ nightmares to cure fear, but a new case and hidden secrets threaten their fragile team.
Why this is here
Characterization labels: teen protagonists · scientist mentor · adopted child · amnesiac protagonist · disabled protagonist · brave · curious · secretive adults · troubled children
Semantic match: ranked by characterization
Distance: 0.1441
A hidden human teen on an alien space station is thrust into a galaxy-spanning chase that tests intelligence, freedom, and identity.
Why this is here
Characterization labels: teen protagonist · outsider · misfit · sulky teen · brave heroine · curious protagonist · hidden heir · adopted child · murderous guardian · quirky side characters · sentient AI · mischievous helper · philosophical characters
Semantic match: ranked by characterization
Distance: 0.1445
A teen on the run finds safety in an online cat-photo community, until an AI ally and hidden pasts collide.
Why this is here
Characterization labels: teen protagonist · sentient AI · benevolent AI · socially isolated teen · queer teens · supportive friend group · anxious protagonist · protective mentor figure · resourceful hacker · abusive parent · paranoid parent · young adult voice
Semantic match: ranked by characterization
Distance: 0.1456
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: 0.1457
Three timelines collide as Earth falls, survivors steal hope from the past, and a mathematician uncovers the pattern.
Why this is here
Characterization labels: teen protagonist · brilliant mathematician · single mother · FBI consultant · angry adolescent · damaged youth · genetically damaged survivors · isolated survivors · leader figure · morally ambiguous characters · introvert
Semantic match: ranked by characterization
Distance: 0.1462
In a foodless future, a privileged teen begins feeling hunger and joins a hidden fight to bring real food back.
Why this is here
Characterization labels: privileged protagonist · teen heroine · hacker · rebellious girl · naive protagonist · young love interest · unreliable love interest · privileged love interest · rebel leader · scientist parents · best friend support · grandmother mentor
Semantic match: ranked by characterization
Distance: 0.1470
