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Combine common axes
These books are ranked using the characterization labels extracted for The Last Days of Lorien.
Characterization labels used: rebellious teen, rule-breaker, genius rebel, tech-savvy, reluctant mentor, unlikely caretaker, resourceful, surly, cocky, not initially likable, redeemed character arc, young mentor, ordinary-turned-important
This does not mean the books share the same plot, setting, quality, or difficulty. It means their characterization embeddings are close.
A reluctant teen’s family vacation turns into a strange survival quest on an island with deadly secrets.
Why this is here
Characterization labels: rebellious teen · reluctant traveler · protective mother · geeky dad · strong mother · little sister · animal-loving child · family unit · flawed characters · resourceful characters · capable characters · teen angst · character growth · redemption arc · supportive sibling
Semantic match: ranked by characterization
Distance: 0.1422
A teen runaway’s strange gift draws her into a hidden war that echoes across decades, lives, and futures.
Why this is here
Characterization labels: rebellious teen · sensitive child · ambitious student · sociopath · war correspondent · writer character · odious novelist · moral contrast · feisty protagonist · flawed characters · strong-willed protagonist · misanthropic character · sympathetic character arcs
Semantic match: ranked by characterization
Distance: 0.1441
Three linked novellas reveal enemy-side secrets, Lorien's last days, and buried backstory from the I Am Number Four universe.
Why this is here
Characterization labels: rebellious teen · traitor hero · unlikely ally · young mentor · tech-savvy · conflicted soldier · sympathetic enemy · family tension · self-sacrificing
Semantic match: ranked by characterization
Distance: 0.1445
A rebellious teen is hurled into the future and must untangle family lies, time travel, and her own becoming.
Why this is here
Characterization labels: rebellious teen · snarky teen · manipulated heroine · naive · self-centered · morally ambiguous · sympathetic villain · antagonist backstory · young adult protagonist · mentor figure · biological father reveal · adoptive family tension · future-self contrast
Semantic match: ranked by characterization
Distance: 0.1469
A short prequel comic follows teenage Ellie’s first steps beyond the walls as she befriends Riley and meets the Fireflies.
Why this is here
Characterization labels: teen protagonist · troubled teen · rebellious · survivalist · vulnerable · snarky · resourceful · female friendship · young rebel · complex leader
Semantic match: ranked by characterization
Distance: 0.1503
In a controlled post-apocalyptic city, an illegal second-born girl escapes hiding and gets pulled into rebellion and secrets.
Why this is here
Characterization labels: teen protagonist · sheltered protagonist · rebellious heroine · willful · determined · reckless · naive
Semantic match: ranked by characterization
Distance: 0.1568
A bored teen and a boy from 1925 meet on one beach, uncover a mystery, and race to save their impossible love.
Why this is here
Characterization labels: angsty teen · rebellious teen · spoiled rich girl · resourceful heroine · clever heroine · matured character arc · dreamy love interest · poetic love interest · brooding love interest · gentlemanly · sensitive hero · hero material · controlled by family · ambitious writer
Semantic match: ranked by characterization
Distance: 0.1573
In a world where people have nine lives, a teen who refuses to burn them uncovers a hidden conspiracy.
Why this is here
Characterization labels: reluctant protagonist · teen rebel · peer pressured teen · manipulative leader · dysfunctional family · caregiver pressure · popular kids · dissenters · student investigator · morally ambiguous characters · character growth
Semantic match: ranked by characterization
Distance: 0.1604
A rebellious teen who can walk between choice-born worlds uncovers a hidden multiverse threat while chasing forbidden love.
Why this is here
Characterization labels: rebel heroine · flawed protagonist · reckless teen · rule-breaker · genetically gifted · mentor figure · overbearing sibling · popular love interest · best friend in love · secretive authority
Semantic match: ranked by characterization
Distance: 0.1629
Hana revisits a forbidden summer of parties, friendship strain, and a last-minute choice that changes everything.
Why this is here
Characterization labels: rebellious teen · free spirit · outgoing · daring · curious · vulnerable · jealous · resentful · conflicted · dutiful daughter · perfect girl facade · mysterious character · rich girl · model citizen · matched partner
Semantic match: ranked by characterization
Distance: 0.1649
A teen dome-dweller crosses into a toxic outside world of mutants, danger, and forbidden love, forcing a hard choice.
Why this is here
Characterization labels: teen heroine · naive heroine · strong heroine · sympathetic protagonist · morally conflicted · decisive protagonist · flawed protagonist · love interests · supporting character development · elite society · outsider survivors
Semantic match: ranked by characterization
Distance: 0.1664
A Muslim teen in a near-future America is taken to an internment camp and helps spark resistance from inside.
Why this is here
Characterization labels: teen protagonist · rebellious heroine · reluctant leader · angry narrator · risk-taking · idealistic · cartoonish villain · guards · loyal friends · cautious parents · collaborators
Semantic match: ranked by characterization
Distance: 0.1665
