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Combine common axes
These books are ranked using the characterization labels extracted for The Flowers of Vashnoi.
Characterization labels used: competent heroine, quiet strength, scientist, ecologist, brilliant eccentric, pragmatic, compassionate, level-headed, odd scientist, caregiver, problem-solver, domestic adult, hyperactive foil, resourceful
This does not mean the books share the same plot, setting, quality, or difficulty. It means their characterization embeddings are close.
An astronaut stranded alone on Mars must outsmart a hostile planet, limited supplies, and time itself to survive.
Why this is here
Characterization labels: resourceful protagonist · ingenious · optimistic · witty · snarky · technically skilled · problem solver · botanist · engineer · class clown · self-reliant
Semantic match: ranked by characterization
Distance: 0.1651
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: 0.1684
In a dystopian Alaska, Tia and her husband Banks race for a cure, a pregnancy solution, and a future together.
Why this is here
Characterization labels: brilliant scientist · doctor · reserved man · stoic man · guarded man · cold exterior · controlling · dominant · wounded · bruised past · closed-off hero · proactive heroine · intelligent heroine · resourceful heroine · protective husbands
Semantic match: ranked by characterization
Distance: 0.1703
A behaviorist studies a terrifying captive alien in a secure base, and their wary connection grows as secrets unravel.
Why this is here
Characterization labels: strong heroine · competent heroine · empathetic heroine · scientist heroine · behaviorist · researcher · captive alien · dangerous hero · intelligent hero · protective hero · nonhuman hero · alien warrior · resourceful hero · temperamental hero · protective heroine · brave heroine
Semantic match: ranked by characterization
Distance: 0.1721
A girl and her scientist guardian cross a sun-scorched future, using monarch butterflies to seek a cure for humanity.
Why this is here
Characterization labels: 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
Semantic match: ranked by characterization
Distance: 0.1738
In a ravaged future Earth, an ecologist wins a time-travel survey to ancient Mesopotamia—and the mission may rewrite her world.
Why this is here
Characterization labels: older woman protagonist · ecologist · scientist protagonist · project manager · administrative assistant · tactical historian · cynical protagonist · stubborn protagonist · competent protagonist · humane characterization · character-driven
Semantic match: ranked by characterization
Distance: 0.1775
An FBI futurist investigates a bizarre insect-linked killing and uncovers a genetically engineered threat on a remote island.
Why this is here
Characterization labels: female investigator · strong heroine · futurist · FBI consultant · survivalist upbringing · anxious protagonist · flawed heroine · entomologist ally · billionaire antagonist · hostile scientists · deductive lead · competent investigator
Semantic match: ranked by characterization
Distance: 0.1820
A deaf bioengineering student secretly masters mind-reading tech, then must protect it from ruthless rivals who want it weaponized.
Why this is here
Characterization labels: brilliant scientist · female lead · deaf protagonist · caregiver · psychic front · resourceful heroine · morally conflicted · good guys and bad guys
Semantic match: ranked by characterization
Distance: 0.1821
A stranded Earth scientist survives alien experimentation and transforms into a shifter, aided by a protective wolf king.
Why this is here
Characterization labels: scientist heroine · Earth heroine · alpha hero · warrior king · protective hero · brilliant heroine · competent heroine · curious heroine · strong heroine · leader hero · emotional restraint · caretaker role · volatile shifter · smart heroine · possessive hero · honorable hero
Semantic match: ranked by characterization
Distance: 0.1822
An abducted Earth woman wakes in a new body on an alien world and must escape a sinister plot with a drugged captive.
Why this is here
Characterization labels: competent heroine · resourceful woman · strong female lead · librarian heroine · virginal heroine · shallow protagonist (mixed) · plucky heroine · fainting heroine · alpha male love interest · regent · imprisoned leader · drugged captive · alien antagonists · female mover
Semantic match: ranked by characterization
Distance: 0.1825
A scientist is pulled into a secret project after eclipse-born visitors arrive, forcing first contact with alien refugees.
Why this is here
Characterization labels: scientist heroine · toxicologist · biologist · ecologist · military officer · alien leader · cagey authority · questionable past · capable heroine · impulsive heroine · bull-dozing heroine · kind alien · intelligent alien · peaceful aliens
Semantic match: ranked by characterization
Distance: 0.1828
A teen inventor enters a steam-powered sled race to escape the Yukon, but thieves and airship pirates want her father’s secret.
Why this is here
Characterization labels: inventor · tinkerer · feisty heroine · self-reliant · witty heroine · competent heroine · mysterious protector · silent hero · bounty hunter · mechanically minded · resourceful · sassy · badass heroine · quirky heroine · smart heroine
Semantic match: ranked by characterization
Distance: 0.1839
