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Combine common axes
These books are ranked using the characterization labels extracted for Sovereign.
Characterization labels used: teen protagonist, middle school protagonist, lonely child, whiny protagonist, angsty teen, resourceful survivor, immature protagonist, determined survivor, coming-of-age
Focused on “complex side characters” where exact label matches exist.
This does not mean the books share the same plot, setting, quality, or difficulty. It means their characterization embeddings are close.
A teen girl survives a rain-born apocalypse and crosses England seeking her father while water becomes deadly.
Why this is here
Characterization labels: teen protagonist · immature protagonist · shallow protagonist · self-centered protagonist · bratty protagonist · unlikeable protagonist · realistic teen voice · strong female lead · survival-inexperienced · character growth (mixed) · determined survivor
Semantic match: ranked by characterization
Distance: 0.0684
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: 0.1113
A teenage girl’s diary tracks her family’s struggle to survive after a moon-shifting disaster upends Earth.
Why this is here
Characterization labels: teen protagonist · whiny teen · immature narrator · character growth · matured protagonist · protective mother · resourceful mother · older brother caretaker · elderly neighbor · religious zealot · family unit
Semantic match: ranked by characterization
Distance: 0.0882
A school train trip turns into a nightmare when a tunnel collapse traps three teens underground with no clear way out.
Why this is here
Characterization labels: teen protagonists · school students · fragile sanity · protective lead · unhinged survivor · helpless victim · reactive character · survival instincts · psychological deterioration · flat characters
Semantic match: ranked by characterization
Distance: 0.0924
A traumatized teen stockpiles for disaster, then must survive a deadly flu outbreak while her town falls apart.
Why this is here
Characterization labels: anxious protagonist · paranoid protagonist · germaphobe · hoarder · resourceful teen · withdrawn teen · survivor arc · pessimistic protagonist · likable love interest · levelheaded character · traumatized teen
Semantic match: ranked by characterization
Distance: 0.0939
A teenage survivor navigates a nearly empty England after a deadly plague leaves him among the last people alive.
Why this is here
Characterization labels: teen protagonist · orphaned boy · resourceful survivor · stoic protagonist · loner · practical thinker · male teen protagonist · secondary survivors · dangerous survivor
Semantic match: ranked by characterization
Distance: 0.0964
A teenage survivor of killer rain hunts for her family and stumbles into an army secret that could change everything.
Why this is here
Characterization labels: teen protagonist · sarcastic narrator · self-centered teen · vain heroine · immature protagonist · character growth · brave heroine · resourceful survivor · love interest · supporting misfits · mute child · fugitive heroine
Semantic match: ranked by characterization
Distance: 0.0984
An orphan girl in a ruined future city sets out to uncover the truth about her family and the world that survived collapse.
Why this is here
Characterization labels: orphan · teen protagonist · outcast · curious protagonist · determined heroine · innocent protagonist · questing heroine · spunky protagonist · young survivor
Semantic match: ranked by characterization
Distance: 0.0996
A sheltered teen leaves his bunker after disaster and must survive a monster-haunted wasteland and a spreading virus.
Why this is here
Characterization labels: teen protagonist · inexperienced protagonist · resourceful protagonist · angsty teenager · young male lead · coming-of-age hero · former raider · sympathetic survivor · scientist father
Semantic match: ranked by characterization
Distance: 0.1010
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: 0.1032
A top student is recruited into a secret time-travel agency and must navigate conspiracies, rules, and a new identity.
Why this is here
Characterization labels: teen operative · strong heroine · sassy heroine · rebellious protagonist · selfish protagonist · whiny protagonist · smart protagonist · resourceful protagonist · outsider · antagonistic side characters
Semantic match: ranked by characterization
Distance: 0.1058
A teen trapped in a luxurious underground bunker starts uncovering lies that make him question his father, his family, and survival itself.
Why this is here
Characterization labels: selfish protagonist · whiny protagonist · sullen teen · antisocial teen · loner teen · suspicious father · controlling father · genius father · terrifying father · mentally unstable parent · develops maturity
Semantic match: ranked by characterization
Distance: 0.1061
