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Combine common axes
These books are ranked using the characterization labels extracted for School of Shards.
Characterization labels used: female protagonist, teacher protagonist, academy administrator, brother character, twins, next generation, morally compromised, controlling, transformative arc, inscrutable protagonist, forceful protagonist
Focused on “corrupted future self” 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.
After being framed at school, a bullied girl is hurled into a bleak future where her choices have changed everything.
Why this is here
Characterization labels: young female protagonist · new girl · little brother · bullied child · likeable protagonist · vulnerable protagonist · framed victim · tyrant · queen bee · heroic child · bitter future self · corrupted future self
Semantic match: ranked by characterization
Distance: 0.1281
After a plague kills all adults, a resourceful girl builds a refuge for surviving kids and fights rival gangs for control.
Why this is here
Characterization labels: female protagonist · child leader · resourceful heroine · self centered protagonist · bossy protagonist · flawed heroine · ambitious leader · young leader · little brother guardian
Semantic match: ranked by characterization
Distance: 0.1362
A backstory-heavy manga volume tracing the Elric brothers’ origins, training, and the taboo that changed everything.
Why this is here
Characterization labels: brother duo · child protagonists · traumatized protagonists · gifted prodigy · strict teacher · mysterious officer · young recruits · complex female character
Semantic match: ranked by characterization
Distance: 0.1386
Two exiled communities on an alien prison colony clash over power, labor, and whether nonviolence can hold.
Why this is here
Characterization labels: young protagonist · female protagonist · female mentorship · charismatic leader · pragmatic elder · ideological archetypes · morally mixed characters · authoritarian ruler · unlikeable characters · coming-of-age arc
Semantic match: ranked by characterization
Distance: 0.1422
In a futuristic school where students experience history firsthand, twin siblings race to uncover a family secret.
Why this is here
Characterization labels: twin protagonists · female protagonist · male twin · ordinary heroine · genius student · inventor grandfather · relatable characters · bullied outsider · hidden talents · brilliant students · young students
Semantic match: ranked by characterization
Distance: 0.1426
A teen infiltrates her birth city under a new face, but family betrayal and a deadly secret upend the mission.
Why this is here
Characterization labels: female protagonist · body double · tough heroine · rebellious protagonist · complex sister · manipulative antagonist · loyal side characters · traumatized characters · unstable antagonist · character development
Semantic match: ranked by characterization
Distance: 0.1515
In a dystopian YA finale, Saba must outwit a tyrant, protect her family, and face betrayal before time runs out.
Why this is here
Characterization labels: female protagonist · reluctant leader · fierce heroine · flawed protagonist · hard-headed · vicious · determined · creepy villain · supportive sibling · young sister · twin brother · traitor within group · charismatic villain
Semantic match: ranked by characterization
Distance: 0.1518
A reality-show mother starts seeing glitches in her world and can no longer trust what’s real.
Why this is here
Characterization labels: female protagonist · mother · bonus parent · smart protagonist · educated protagonist · egoist · self-aware character · socially observant · manic descent · bitter protagonist
Semantic match: ranked by characterization
Distance: 0.1534
Two sisters with time-bending powers race through possible realities as grief, family trauma, and fate collide.
Why this is here
Characterization labels: sisters · grieving sibling · determined protagonist · volatile sibling relationship · superpowered characters · trans character · tragic figure · helpless protagonist
Semantic match: ranked by characterization
Distance: 0.1541
A memory-haunted student navigates deadly university testing, political intrigue, and a growing resistance in a controlled future society.
Why this is here
Characterization labels: smart protagonist · overpowered protagonist · perfect heroine · resourceful heroine · stubborn heroine · analytical heroine · chosen one · student protagonist · young leader · moral protagonist
Semantic match: ranked by characterization
Distance: 0.1549
In a near-future America, a mother must defy a ruthless test-based school system when it targets her own daughter.
Why this is here
Characterization labels: teacher protagonist · mother protagonist · wife · government insider · complicit protagonist · anxious child · high-achieving child · villain husband · authoritarian administrator · activist mother · complex heroine
Semantic match: ranked by characterization
Distance: 0.1551
As Atherton’s layers collapse, Edgar and his friends race through floods, monsters, and hidden tunnels to save their world.
Why this is here
Characterization labels: orphan hero · child protagonist · youth protagonists · young leaders · brave protagonist · clever heroine · fierce female characters · knowledgeable mentor · mad scientist · ruling class
Semantic match: ranked by characterization
Distance: 0.1554
