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Combine common axes
These books are ranked using the characterization labels extracted for The Radiant Dark.
Characterization labels used: new mother, scientist daughter, emotionally absent father, loyal son, ambitious daughter, cult member, working-class mother, conservationist
This does not mean the books share the same plot, setting, quality, or difficulty. It means their characterization embeddings are close.
In an 1980s small town, grieving parents uncover a secret genetic project tied to missing and endangered children.
Why this is here
Characterization labels: mothers · distrustful parent · journalist · sheriff · scientist · geneticist · researcher · skeptical investigator · families under stress · children as uncanny figures · flawed humans
Semantic match: ranked by characterization
Distance: 0.2032
A child psychologist follows a trail of global visions, strange languages, and political danger toward an unfolding mystery.
Why this is here
Characterization labels: child psychologist · single mother · deaf son · UN translator · ambassador's daughter · teen protagonists · scientific skeptic · open-minded investigator · caring mother · strong woman · traumatized youths · competent professional
Semantic match: ranked by characterization
Distance: 0.2035
In a near-future Sweden, a health party turns anti-obesity policy into a terrifying system of control.
Why this is here
Characterization labels: charismatic leader · young researcher · working mother · sympathetic outsider · ordinary citizen · state loyalist · unfree subject
Semantic match: ranked by characterization
Distance: 0.2073
A grieving scientist and her two teen daughters chase a mammoth de-extinction experiment across the globe.
Why this is here
Characterization labels: widowed mother · single mother · scientist mother · graduate student · paleobiologist · teen sisters · rebellious teen · obedient younger sister · bored teens · male colleagues · female scientist · wealthy woman · eccentric characters
Semantic match: ranked by characterization
Distance: 0.2106
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: 0.2117
An English boy’s invisible companion may be an alien intelligence, forcing his family to decide what’s real.
Why this is here
Characterization labels: ordinary family · inquisitive child · rational father · emotional mother · adopted son · protective parent · skeptical adult · benign outsider
Semantic match: ranked by characterization
Distance: 0.2177
A surrogate pregnancy becomes a secret bioethical experiment that forces a family to confront otherness, power, and humanity.
Why this is here
Characterization labels: surrogate mother · billionaire technologist · academics · child protagonist · outsider child · different child · morally compromised scientist · rich man · protective parents · bullied child · unusual appetites
Semantic match: ranked by characterization
Distance: 0.2201
A father and his special daughter flee a plague-ravaged America while authorities hunt her as the possible cure.
Why this is here
Characterization labels: protective father · special child · immune child · wise-beyond-years child · morally conflicted parent · secretive parent · exhausted survivor · government officials · scientists/doctors · off-grid relative
Semantic match: ranked by characterization
Distance: 0.2208
A North Carolina ranch family’s secrets erupt as a brutal apocalypse forces them to face both infected horrors and human evil.
Why this is here
Characterization labels: family patriarch · strong female lead · rural family · religious fundamentalist · abusive parent · survivor · antiheroic humanity
Semantic match: ranked by characterization
Distance: 0.2249
In a near-future surveillance state, a woman detained for a dream-based risk score must prove she’s innocent before her freedom disappears.
Why this is here
Characterization labels: working mother · new mother · twin mother · archivist · scientist · passive protagonist · beleaguered protagonist · strong-willed woman · women detainees · faceless authority · corporate employees · underdeveloped side characters · flat characters · disillusioned protagonist · resistant protagonist
Semantic match: ranked by characterization
Distance: 0.2253
Seven Korean speculative stories explore space, aliens, and future tech through intimate questions of identity, grief, and connection.
Why this is here
Characterization labels: women protagonists · scientists · astronauts · researchers · ordinary people · marginalized characters · mothers · daughters · single parents · orphans · elderly characters · alien species
Semantic match: ranked by characterization
Distance: 0.2262
Eight idea-driven speculative stories probe language, math, faith, beauty, and the limits of human perception.
Why this is here
Characterization labels: linguist · mathematician · scientist · experimental subject · mother · daughter · religious seeker · metahuman · alien beings
Semantic match: ranked by characterization
Distance: 0.2263
