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Combine common axes
These books are ranked using the characterization labels extracted for A Gift of Dragons.
Characterization labels used: young candidates, young dragonriders, bullied outsider, tenacious protagonist, gifted girl, messenger apprentice, twins, refugee family, holdless characters, supporting-cast focus, determined underdog
This does not mean the books share the same plot, setting, quality, or difficulty. It means their characterization embeddings are close.
A Mars-born orphan uncovers a secret dragon and is pulled into a desperate mission to save a dying planet.
Why this is here
Characterization labels: orphan · young protagonist · scrapper · resourceful kid · responsible caretaker · sarcastic protagonist · fearless hero · underdog · impostor syndrome · good-hearted · dragon sidekick · teen crew · military-trained kids · rivals · outsider
Semantic match: ranked by characterization
Distance: 0.2245
A foster teen wins a scholarship to a secluded boarding school and discovers it’s really a locked-down prison with deadly rules.
Why this is here
Characterization labels: reluctant hero · foster child · teen boy protagonist · determined protagonist · impulsive protagonist · flat supporting cast · student leaders · group-aligned characters · outsider newcomer
Semantic match: ranked by characterization
Distance: 0.2354
As Thread ends, Pern faces sabotage, a skyborne catastrophe, and a new future for dragons and riders.
Why this is here
Characterization labels: dragonriders · young adult leads · leadership roles · hold leaders · craft leaders · dissidents · saboteurs · traditionalists · shy heroine · brave heir · aging main characters
Semantic match: ranked by characterization
Distance: 0.2391
In a flooded future Britain, a ten-year-old girl sets out by boat to find her parents and survive what remains.
Why this is here
Characterization labels: resourceful protagonist · determined heroine · young survivor · headstrong girl · independent child · wild children · sinister leader · bullies · wise elder · flat characters · brave protagonist
Semantic match: ranked by characterization
Distance: 0.2414
A young outsider sets out alone to a monster-held mountain to steal a cure and save his sick sister.
Why this is here
Characterization labels: young hero · underdog hero · intrepid youth · brave sibling · wise mentor · outcast ally · crisp characters · ordinary person turned hero
Semantic match: ranked by characterization
Distance: 0.2418
A 12-year-old recruit becomes a Fixer in a hidden world and races to stop a Sleep glitch from unraveling reality.
Why this is here
Characterization labels: young prodigy · child hero · competent kid · reluctant recruit · professional child · apprentice · fixer · briefer · sidekick · supporting cast · wish fulfillment · brave protagonist
Semantic match: ranked by characterization
Distance: 0.2436
A rising cadet faces a high-stakes tournament as hidden powers, team bonds, and larger forces close in.
Why this is here
Characterization labels: underdog protagonist · prodigy · hardworking protagonist · power fantasy · team leader · rival turned ally · redemption arc · teen characters · angsty teens · dramatic characters · special protagonist
Semantic match: ranked by characterization
Distance: 0.2464
A sickly orphan earns a growth-based combat suit and fights to rise through a brutal military academy.
Why this is here
Characterization labels: underdog · chronically ill · orphan · gifted student · bullied protagonist · tenacious hero · humble lead · supportive friend · protective friend · rival bully · AI-chosen protagonist · powerhouse ally · sarcastic friend · competitive classmates
Semantic match: ranked by characterization
Distance: 0.2486
Bullied library kid Nita finds a wizard manual and joins another novice in a secret, science-inflected quest to save reality.
Why this is here
Characterization labels: bullied child · bookworm · nerdy outcast · young novice · female lead · male co-lead · supportive parents · supportive but inept parents · non-romantic leads · child heroes · outsider protagonists · strong-willed heroine · scientific thinker
Semantic match: ranked by characterization
Distance: 0.2512
A young dragonrider must help save her world from a dragon plague and Thread by risking time itself.
Why this is here
Characterization labels: young heroine · dragonrider · weyrwoman · lord holder's daughter · queen rider · mentor figure · injured riders · weyrlings · traders · strong female lead · gifted child · competent lead · coming-of-age protagonist · young leader
Semantic match: ranked by characterization
Distance: 0.2516
Four linked dystopian companion novels follow different young protagonists across separate communities and hard questions about control, memory, and hope.
Why this is here
Characterization labels: young protagonists · female protagonists · disabled protagonist · gifted characters · outsider protagonists · child heroes · courageous protagonists · empathetic characters · burdened protagonist · special abilities
Semantic match: ranked by characterization
Distance: 0.2519
In a far-future America ruled by Black elites, two teen girls from opposite castes risk everything to survive and rebel.
Why this is here
Characterization labels: teen protagonists · young adult leads · elite heir · mixed-race outsider · impure outcast · rebellious youth · sympathetic elite · naive protagonist · tough survivor · villainous regime
Semantic match: ranked by characterization
Distance: 0.2520
