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Combine common axes
These books are ranked using the characterization labels extracted for What Feeds Below.
Characterization labels used: cautious protagonist, risk-taking friend, orphan protagonist, young adult protagonists, botanist protagonist, healer protagonist, loyal friend, codependent dynamic, anxious protagonist, insecure protagonist, determined heroine, practical ally, protective friend, troubled friendship, unreliable character, immature characters
This does not mean the books share the same plot, setting, quality, or difficulty. It means their characterization embeddings are close.
An alien Supergirl struggles to adapt to Earth, make allies, and uncover the secrets of her origin.
Why this is here
Characterization labels: alienated heroine · standoffish protagonist · angsty heroine · powerful heroine · traumatized survivor · wary protagonist · determined heroine · outsider · teenage attitude · cautious ally · brave friend
Semantic match: ranked by characterization
Distance: 0.1254
A shy teen receives a letter from her future self and joins friends in trying to change a painful fate.
Why this is here
Characterization labels: shy protagonist · indecisive protagonist · supportive friend · selfless friend · emotionally vulnerable · depressed character · suicidal ideation · protective group · expressive characters
Semantic match: ranked by characterization
Distance: 0.1270
In an overpopulated near-future society, a pregnant woman and her partner race to save their baby from state control.
Why this is here
Characterization labels: pregnant protagonist · reluctant mother · protective partner · optimistic partner · flawed protagonists · relatable heroine · complex heroine · one-dimensional characters · depressed protagonist · young professional · elder character · supportive grandmother · morally conflicted
Semantic match: ranked by characterization
Distance: 0.1334
Preso in a time loop, Daniel relives his best friend Laura’s death 220 times while racing to change the day.
Why this is here
Characterization labels: young protagonist · best friend · determined protagonist · desperate protagonist · protective friend · evolving character
Semantic match: ranked by characterization
Distance: 0.1373
A traumatized teen investigates a viral party drug that makes her town eerily perfect—and dangerously not themselves.
Why this is here
Characterization labels: teen girl protagonist · adopted protagonist · anxious protagonist · straight-edge protagonist · outsider protagonist · new kid ally · mysterious outsider · perfectionist · smart protagonist · controlling protagonist · traumatized protagonist · loner
Semantic match: ranked by characterization
Distance: 0.1421
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: 0.1425
A teen with anxiety faces a comet countdown, mysterious portals, and a choice between staying or vanishing into the unknown.
Why this is here
Characterization labels: anxious protagonist · relatable teen · immature protagonist · conflicted heroine · supportive boyfriend · best friend · dysfunctional family · traumatized parent · teen angst · morally conflicted
Semantic match: ranked by characterization
Distance: 0.1435
A secluded teen’s world collapses when she learns her mother was lying about everything, and the sea may hold the answers.
Why this is here
Characterization labels: teen protagonist · naive protagonist · mistrustful protagonist · isolated protagonist · sympathetic protagonist · resourceful heroine · protective caregiver · mysterious caregiver · messed-up family dynamics · emotionally vulnerable · identity formation · development arc
Semantic match: ranked by characterization
Distance: 0.1450
A teen who feels reality’s glitches is pulled into an alien time-travel mission to save Earth from collapse.
Why this is here
Characterization labels: anxious heroine · skeptical protagonist · smart heroine · unlikely hero · manipulative love interest · charismatic alien · rebellion member · alien scientist · troubled protagonist · resourceful heroine · stubborn heroine · curious heroine · moral ambiguity
Semantic match: ranked by characterization
Distance: 0.1455
A frightened linguist heads to Greenland to translate a thawed girl’s unknown language and uncover her brother’s death.
Why this is here
Characterization labels: anxious heroine · introverted protagonist · agoraphobic protagonist · linguist protagonist · scientist · enigmatic man · brilliant but difficult · grieving sibling · protective father · sick child · young girl · unreliable characters
Semantic match: ranked by characterization
Distance: 0.1461
A reluctant college-bound loner gains dangerous magic powers and is dragged into a secret war to save Earth.
Why this is here
Characterization labels: reluctant protagonist · cynical protagonist · loner · emotionally isolated · young adult protagonist · growth arc · power progression · sarcastic protagonist · smart-aleck protagonist · morally conflicted protagonist · ordinary-seeming hero
Semantic match: ranked by characterization
Distance: 0.1462
A rebellious cadet in a corporate-run future must choose between career advancement, friends, and his ideals.
Why this is here
Characterization labels: stubborn protagonist · arrogant protagonist · rebellious protagonist · idealistic protagonist · reckless protagonist · self-destructive protagonist · smart protagonist · hyperintelligent protagonist · immature teen · loyal friend · fierce heroine · strong female character · sarcastic supporting cast · morally resistant protagonist · anti-authority
Semantic match: ranked by characterization
Distance: 0.1472
