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These books are ranked using the characterization labels extracted for The Islands at the End of the World.
Characterization labels used: teen heroine, epileptic protagonist, outsider, biracial protagonist, survivalist, smart heroine, strong heroine, resourceful father, protective parent, well-developed characters, believable characters, mature teen, courage under pressure, identity struggle, self-acceptance
This does not mean the books share the same plot, setting, quality, or difficulty. It means their characterization embeddings are close.
A teen survivor and a silent toddler navigate a silent, monster-filled world, then uncover dangerous secrets in a refuge.
Why this is here
Characterization labels: resourceful heroine · kick-ass heroine · smart protagonist · resilient survivor · traumatized teen · protective caretaker · mature child character · toddler companion · rebellious protagonist · inquisitive heroine · flawed heroine · paranoid survivor
Semantic match: ranked by characterization
Distance: 0.1032
A Breton teen survivor follows a cryptic message, a family prophecy, and a deadly mission toward Paris after a virus wipes out most of humanity.
Why this is here
Characterization labels: teen protagonist · female protagonist · resourceful heroine · tough heroine · solitary character · determined character · mature teen · badass heroine · guardianship · mystical guide
Semantic match: ranked by characterization
Distance: 0.1135
In a bee-haunted future split by survival zones, two teens face an immunity test that could change everything.
Why this is here
Characterization labels: teen protagonists · strong heroine · naive hero · stubborn protagonist · feisty heroine · loyal character · rule follower · rebel · resourceful heroine · sheltered upbringing · questioning authority · shady character · villainous leader · morally gray characters
Semantic match: ranked by characterization
Distance: 0.1141
A brief prequel follows Viola’s journey to a new planet, revealing the emotional backstory behind her arrival.
Why this is here
Characterization labels: teen protagonist · stubborn teen · fearful protagonist · survival skills · intelligent heroine · emotional vulnerability · normal teen life · protective parents · settler child
Semantic match: ranked by characterization
Distance: 0.1154
In a post-collapse 2041, a teen must cross borders to rescue her grandparents and find a way home.
Why this is here
Characterization labels: teen heroine · resourceful protagonist · naive protagonist · optimistic protagonist · self-reliant protagonist · musical protagonist · strong female lead · bad boy love interest · mysterious stranger · stubborn elder · supportive family · orphaned children · criminal figures · kindhearted heroine · coming-of-age
Semantic match: ranked by characterization
Distance: 0.1179
A teen girl who dies and is mysteriously revived races a ticking countdown and a hidden FBI case to stop disaster.
Why this is here
Characterization labels: smart heroine · strong heroine · snarky heroine · resourceful heroine · overachieving student · family caretaker · workaholic father · bipolar mother · mysterious love interest · stoner facade · bad-boy facade · loyal best friend · protective friend · secretive characters · brave protagonist · mature beyond age
Semantic match: ranked by characterization
Distance: 0.1185
A teen sent to study with her grandparents slips through a time gate into a dangerous past of druids, tribes, and sacrifice.
Why this is here
Characterization labels: teen protagonist · young adult protagonist · smart heroine · naive heroine · self-centered male character · illness-driven character · protective adults · skeptical elders · mature teenagers · romantic interest
Semantic match: ranked by characterization
Distance: 0.1200
On the run after being branded an outcast, a teen must expose a brutal system before it destroys everyone she loves.
Why this is here
Characterization labels: strong heroine · teen protagonist · fugitive · reluctant leader · character growth · smart protagonist · brave protagonist · morally conflicted · supportive family · careful planner
Semantic match: ranked by characterization
Distance: 0.1201
A secretive teen enforcer in a magically divided London must choose between her hidden truth, her father, and a looming war.
Why this is here
Characterization labels: teen protagonist · strong female lead · morally grey · fiery heroine · secretive protagonist · determined · impulsive · intuitive · confident · arrogant · trained fighter · badass heroine · adopted daughter · mysterious father · protective father · Mary Sue (mixed) · flawed heroine · emotional restraint · young adult protagonist
Semantic match: ranked by characterization
Distance: 0.1202
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: 0.1208
A teen time traveler returns to Gilded Age New York to stop a dangerous device from rewriting the future.
Why this is here
Characterization labels: teen protagonist · female protagonist · chosen family · strong female characters · resilient heroine · introverted heroine · courageous heroine · eidetic memory · photographic memory · stubborn heroine · jealousy · immature emotions · secondary characters · villainess · double agent · mentor scientist
Semantic match: ranked by characterization
Distance: 0.1211
An unusually gifted orphan flees a controlled upbringing and finds herself pulled into a dangerous far-future crew.
Why this is here
Characterization labels: teen heroine · overpowered protagonist · gifted child · badass girl · naive heroine · loyal protagonist · shy protagonist · resourceful survivor · superhuman growth · young soldier · transhuman protagonist
Semantic match: ranked by characterization
Distance: 0.1219
