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Combine common axes
These books are ranked using the characterization labels extracted for Little Monarchs.
Characterization labels used: young heroine, caretaker, biologist, scientist, naturalist, spunky child, brave child, resourceful child, curious child, competent woman, strong female leads, found family, guardian figure, observant child, inventive child, scientific mentor
This does not mean the books share the same plot, setting, quality, or difficulty. It means their characterization embeddings are close.
A girl who alone notices the letter D vanishing must cross into a strange winter world to restore language.
Why this is here
Characterization labels: young heroine · observant child · orphan · outsider · adopted child · resourceful heroine · witty heroine · morally brave heroine · shape-shifting companion · authoritarian ruler · mysterious teacher · minor depth
Semantic match: ranked by characterization
Distance: 0.1415
An eleven-year-old’s life changes when her scientist grandfather reverses aging and lands in middle school with her.
Why this is here
Characterization labels: relatable heroine · scientist child · curmudgeonly elder · eccentric parent · theatrical parent · overbearing grandfather · quirky adult · responsible child · gifted child · mentor figure · male friend
Semantic match: ranked by characterization
Distance: 0.1599
A girl who dreams of storytelling must save human memory after Earth’s fall and a shipboard regime erases the past.
Why this is here
Characterization labels: young protagonist · storyteller · resilient heroine · brave protagonist · caring protagonist · scientist family · guardian figures · children in peril · authoritarian antagonists · coming-of-age
Semantic match: ranked by characterization
Distance: 0.1611
A pregnant anthropologist wakes into an empty, myth-haunted New Mexico and must survive while rethinking science, faith, and ancestry.
Why this is here
Characterization labels: anthropologist protagonist · scientist protagonist · pregnant heroine · mother protagonist · resilient heroine · skeptical protagonist · strong female lead · survivor ensemble · child seer · trickster figure · badass woman
Semantic match: ranked by characterization
Distance: 0.1630
A steampunk adventurer races across continents to rescue a friend’s family and stop a secretive power grab.
Why this is here
Characterization labels: female lead · strong heroine · capable protagonist · cold protagonist · badass heroine · precocious child · smart child · adventurer · archaeologist · villainous mastermind · female enforcer · mysterious ally
Semantic match: ranked by characterization
Distance: 0.1689
A science-minded girl disguises herself to enter a deadly male-only labyrinth competition to win a scholarship and save her mother.
Why this is here
Characterization labels: smart heroine · scientist heroine · feminist heroine · dyslexic protagonist · supportive father · supportive parent · strong female lead · gentle love interest · complex side characters · brave cousin · female friendship
Semantic match: ranked by characterization
Distance: 0.1689
A recent graduate is abducted by humanoid aliens and must choose between returning home or staying with the warrior she loves.
Why this is here
Characterization labels: intelligent heroine · resourceful heroine · strong female lead · young woman · aspiring engineer · nerdy heroine · brave heroine · brooding love interest · stoic warrior · scientist · mad scientist · leader · artificial intelligence · humanoid aliens · awkward scientist · relatable heroine
Semantic match: ranked by characterization
Distance: 0.1691
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: 0.1693
In a near-future America, one woman fights to protect her daughter after women are restricted to 100 words a day.
Why this is here
Characterization labels: scientist protagonist · linguist protagonist · mother protagonist · wife · housewife · resistant heroine · indoctrinated youth · young daughter
Semantic match: ranked by characterization
Distance: 0.1703
Meg must help save her gifted, bullied brother by journeying into a strange inner world where love, naming, and evil collide.
Why this is here
Characterization labels: gifted child · bullied child · sick child · protective sibling · intuitive heroine · brilliant child · teacher figure · mentor figure · skeptical protagonist · supportive parent
Semantic match: ranked by characterization
Distance: 0.1726
Ekaterin Vorkosigan joins a radiation-reclamation project and uncovers hidden survivors in a poisoned district.
Why this is here
Characterization labels: competent heroine · quiet strength · scientist · ecologist · brilliant eccentric · pragmatic · compassionate · level-headed · odd scientist · caregiver · problem-solver · domestic adult · hyperactive foil · resourceful
Semantic match: ranked by characterization
Distance: 0.1738
In a near-future antibiotic crisis, a nurse’s search for her birth mother unearths family secrets and deadly truths.
Why this is here
Characterization labels: nurse protagonist · botanist · scientist · biologist · care home resident · elderly character · adopted child · birth mother · teenage daughter · end-of-life nurse · researcher · strong female leads · flawed characters · compassionate caregiver · headstrong woman · secretive character · morally compromised characters
Semantic match: ranked by characterization
Distance: 0.1765
