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These books are ranked using the characterization labels extracted for Stolen Thoughts.
Characterization labels used: brilliant scientist, female lead, deaf protagonist, caregiver, psychic front, resourceful heroine, morally conflicted, good guys and bad guys
This does not mean the books share the same plot, setting, quality, or difficulty. It means their characterization embeddings are close.
A scientist’s IQ-boosting breakthrough draws her team into betrayal, pursuit, and a threat that could end humanity.
Why this is here
Characterization labels: brilliant scientist · female protagonist · special forces operative · scientists · enhanced humans · genius characters · morally conflicted · paranoid leader · altruistic protagonist · government target · possible psychopath
Semantic match: ranked by characterization
Distance: 0.1397
On Europa, a stranded scientist faces alien life, rival human agendas, and a question that could change everything.
Why this is here
Characterization labels: gutsy heroine · female protagonist · elite scientists · engineer protagonist · astronaut protagonist · resourceful survivor · morally driven · idealistic · brilliant
Semantic match: ranked by characterization
Distance: 0.1543
A traumatized psychopathy researcher uncovers a cure and is pulled into a deadly conspiracy with Earth and aliens at stake.
Why this is here
Characterization labels: female lead · strong heroine · scientist protagonist · grad student · doctorial candidate · prison researcher · traumatized survivor · obsessive researcher · brilliant · resourceful · flawed · trust issues · skeptical · spycraft skills · martial arts skills · gray morality · good guys/bad guys ambiguity
Semantic match: ranked by characterization
Distance: 0.1557
In a female-run dystopia, a young scientist screens imprisoned men for breeding and uncovers a brutal conspiracy.
Why this is here
Characterization labels: young scientist · brilliant scientist · female protagonist · strong female lead · male lead · traumatized male · sympathetic protagonist · questioning authority · disaffected insider · powerful councilwoman · relatable characters · underdeveloped side characters · multiple agendas · morally conflicted
Semantic match: ranked by characterization
Distance: 0.1559
A grieving researcher with an opioid habit is sent to a space station, where a deadly mystery may be tied to her disease cure.
Why this is here
Characterization labels: female scientist · medical researcher · neurologist · radiologist · flawed protagonist · driven protagonist · grieving mother · addict protagonist · paranoid protagonist · resourceful heroine · intelligent heroine · compelling lead
Semantic match: ranked by characterization
Distance: 0.1601
A near-future team tries to build a space elevator to solve Earth’s energy crisis while battling politics, funding, and physics.
Why this is here
Characterization labels: brilliant scientist · renegade scientist · female scientist · mentor figure · billionaire backer · scientists and engineers · astronauts · political antagonists · idealistic protagonists · motivated visionaries
Semantic match: ranked by characterization
Distance: 0.1746
A lab biologist is trapped in a biotech siege that may be the hidden start of a zombie apocalypse.
Why this is here
Characterization labels: female scientist · virologist · biochemist · reluctant hero · flawed protagonist · strong female lead · sociopathic love interest · charismatic villain · morally gray characters · smart but hesitant
Semantic match: ranked by characterization
Distance: 0.1763
A human geneticist and an alien doctor turn egg incubation into a clinical, high-heat experiment for science and survival.
Why this is here
Characterization labels: human scientist · alien doctor · laboratory assistant · analytical heroine · curious hero · virgin hero · clinical heroine · vulnerable characters · humor · depth
Semantic match: ranked by characterization
Distance: 0.1792
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: 0.1816
An abused mathematician wins a starship and a chance at freedom, then learns to pilot while hiding from her controlling family.
Why this is here
Characterization labels: brilliant mathematician · abused heroine · survivor · quiet heroine · genius protagonist · competent hero · incognito noble · ex-Scout · pilot · teacher · mathematician
Semantic match: ranked by characterization
Distance: 0.1816
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: 0.1821
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: 0.1829
