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These books are ranked using the characterization labels extracted for Ascension.
Characterization labels used: scientist protagonist, brilliant scientist, introverted, loner, emotionally stunted, genius protagonist, guilt-ridden, traumatized, psychologically unraveling, physicist, team specialist, military figures, anthropologist, biologist, geologist, chemist
This does not mean the books share the same plot, setting, quality, or difficulty. It means their characterization embeddings are close.
A brilliant scientist tied to a cure project must survive the outbreak he helped unleash as the world collapses.
Why this is here
Characterization labels: scientist protagonist · geneticist protagonist · biologist protagonist · guilt-ridden hero · conflicted hero · methodical protagonist · intelligent protagonist · physically imposing protagonist · genius hero · marty stu (minority) · character-driven
Semantic match: ranked by characterization
Distance: 0.1364
A scientist keeps crossing into a monster-filled alternate dimension to rescue the missing from a city lost ten years ago.
Why this is here
Characterization labels: scientist protagonist · obsessive protagonist · guilt-driven · traumatized characters · PTSD · supporting ensemble · secretive lead · determined hero
Semantic match: ranked by characterization
Distance: 0.1431
A brother descends to a deep-sea research station amid a memory plague and finds the cure may be worse than the disease.
Why this is here
Characterization labels: genius scientist · estranged brother · veterinarian protagonist · damaged protagonist · sociopathic scientist · brilliant but unhinged · sympathetic hero · unlikeable character · childhood trauma · traumatized adult
Semantic match: ranked by characterization
Distance: 0.1482
A disfigured scientist builds a lifelike mask and discovers it may free, split, or destroy his sense of self.
Why this is here
Characterization labels: Scientist protagonist · Disfigured protagonist · Mad scientist · Unstable narrator · Isolated outsider · Obsessive thinker · Self-analytical · Morally ambiguous · Alienated husband · Psychologically damaged · Sexually driven · Deceptive self · Cynical observer
Semantic match: ranked by characterization
Distance: 0.1506
A scientist haunted by childhood tragedy pursues the mystery of ball lightning, pulling him into military research and radical physics.
Why this is here
Characterization labels: obsessive protagonist · physicist · soldier-scientist · brilliant scientist · eccentric scientist · mentally unstable characters · flat characters · cipher protagonist · morally driven scientist · female military officer
Semantic match: ranked by characterization
Distance: 0.1516
A Navy-led deep-sea science team investigates a mysterious shipwreck and a strange sphere that warps reality.
Why this is here
Characterization labels: psychologist protagonist · scientist team · military commander · math expert · biologist · astrophysicist · group dynamics · cynical scientist · analytical mind · emotion under pressure · flat characters · cookie-cutter personalities · stereotyped characters · frustrating scientists
Semantic match: ranked by characterization
Distance: 0.1516
A Washington, DC scientist survives floods, surveillance, and a lethal climate shift while helping fight planetary collapse.
Why this is here
Characterization labels: scientist protagonist · bureaucrat scientists · workaholic · flawed lead · narcissistic man · loner · survivalist · political operative · mysterious woman · homeless protagonist · intellectual characters · socially conscious scientist · obsessive thinker · complex flawed character · adventure-seeking
Semantic match: ranked by characterization
Distance: 0.1535
A grieving scientist hides her infected husband while racing a covert lab to find a cure after a zombie outbreak.
Why this is here
Characterization labels: scientist protagonist · microbiologist · virologist · brilliant scientist · grieving widow · obsessive caregiver · difficult protagonist · selfish protagonist · resourceful protagonist · ethical transgressor · burnout · exhaustion · obsession · desperation · reckless · humanized monster
Semantic match: ranked by characterization
Distance: 0.1561
A genius Tech-Priest leads a dead-world expedition into buried xenos secrets while past and present collide.
Why this is here
Characterization labels: genius protagonist · mad scientist · arrogant protagonist · eccentric scientist · charismatic antihero · heretical thinker · loner genius · tortured backstory · stoic warriors · transhuman characters · divisive protagonist
Semantic match: ranked by characterization
Distance: 0.1611
A science-minded boy learns his family can travel through time and must race to save his missing mother.
Why this is here
Characterization labels: scientific protagonist · science nerd · relatable protagonist · loner · grieving child · loyal friend · fierce friend · distant father · mysterious grandmother · powerful antagonist · young hero
Semantic match: ranked by characterization
Distance: 0.1616
A scientist’s drive to create life leads to an abandoned creation, tragic consequences, and a search for meaning.
Why this is here
Characterization labels: scientist protagonist · obsessive genius · hubristic man · misunderstood creature · intelligent being · lonely outsider · morally ambiguous · tragic figure · irresponsible creator
Semantic match: ranked by characterization
Distance: 0.1631
A grieving scientist in Antarctica discovers a strange light that may open a door to second chances, love, and time itself.
Why this is here
Characterization labels: biologist · mycologist · physicist · scientist protagonist · grieving parent · divorced protagonist · messy protagonist · emotionally fractured · brilliant scientist · ambitious · flawed characters · found family
Semantic match: ranked by characterization
Distance: 0.1649
