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Combine common axes
These books are ranked using the characterization labels extracted for A Better World.
Characterization labels used: mother protagonist, doctor protagonist, working mother, numbers genius, scientist, teen twins, outsider family, reluctant conformist, curious protagonist, headstrong woman, complicated family, nuanced family dynamics, elite insiders, cold neighbors
Focused on “prepper” where exact label matches exist.
This does not mean the books share the same plot, setting, quality, or difficulty. It means their characterization embeddings are close.
In a collapsing Ireland, a mother fights to hold her family together as authoritarian rule closes in.
Why this is here
Characterization labels: mother protagonist · scientist protagonist · trade unionist · family caretaker · decent ordinary people · dementia-affected parent · teenage child · passive protagonist · fearful protagonist · protective mother · everywoman figure · working mother · middle-class family
Semantic match: ranked by characterization
Distance: 0.1356
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: 0.1405
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: 0.1423
A psychiatrist wakes up in her 17-year-old body and must choose between restoring her life and changing a devastating fate.
Why this is here
Characterization labels: psychiatrist protagonist · working mother · wife · mother · pregnant protagonist · medical professional · career woman · frazzled parent · relatable heroine · active protagonist · resilient heroine · morally burdened · confused protagonist · secondary character web · well-developed characters
Semantic match: ranked by characterization
Distance: 0.1450
A reality-show mother starts seeing glitches in her world and can no longer trust what’s real.
Why this is here
Characterization labels: female protagonist · mother · bonus parent · smart protagonist · educated protagonist · egoist · self-aware character · socially observant · manic descent · bitter protagonist
Semantic match: ranked by characterization
Distance: 0.1528
A midlife geneticist is pulled into alien diplomacy when a hidden biological crisis threatens Earth and her family.
Why this is here
Characterization labels: middle-aged woman · older female protagonist · scientist protagonist · geneticist protagonist · mother · grandmother · average person · reluctant hero · morally complex protagonist · broken family · academic protagonist · flawed family members · children as major characters · eccentric billionaire · bodyguard · assistant · alienated children · competent women
Semantic match: ranked by characterization
Distance: 0.1590
In near-future London, a mother and son flee as a tech-dependent society suddenly shuts down.
Why this is here
Characterization labels: young mother · protective parent · precocious child · clever child · anxious protagonist · resourceful woman · frustrated parent · difficult protagonist · unlikeable protagonist · weak partner · single parent · unreliable protagonist · survival-minded
Semantic match: ranked by characterization
Distance: 0.1596
After losing her job to AI, a mother takes a risky deal that buys her family a brief escape into a climate-ravaged, overtracked future.
Why this is here
Characterization labels: mother protagonist · wife protagonist · financially strained · anxious protagonist · sympathetic lead · frustrated parent · tech worker · obsolete worker · annoying children · strained husband · ordinary family
Semantic match: ranked by characterization
Distance: 0.1603
In a near-future Australia, a mother defies a surveillance state to find her missing husband and save her children.
Why this is here
Characterization labels: mother protagonist · flawed heroine · protective parent · ordinary woman · strong female protagonist · young children · missing husband · working mother · maternal guilt · resilient heroine
Semantic match: ranked by characterization
Distance: 0.1611
A bored boy on a moon base investigates a suspicious death and uncovers secrets someone wants buried.
Why this is here
Characterization labels: tween protagonist · young investigator · scientist parents · supportive family · bored protagonist · reluctant reader appeal · intelligent protagonist · determined protagonist · female sidekick · security official · strict authority · oblivious adults · obnoxious rich family · well-liked scientist
Semantic match: ranked by characterization
Distance: 0.1626
In a virus-ravaged near future, one woman’s quarantined family life changes when she spots someone who seems immune.
Why this is here
Characterization labels: mother protagonist · wife · teenage children · jaded woman · flawed characters · isolated family · rebellious teen · hacker son · moody daughter · morally deteriorating son · immune stranger
Semantic match: ranked by characterization
Distance: 0.1652
Two teens enter patients’ nightmares to cure fear, but a new case and hidden secrets threaten their fragile team.
Why this is here
Characterization labels: teen protagonists · scientist mentor · adopted child · amnesiac protagonist · disabled protagonist · brave · curious · secretive adults · troubled children
Semantic match: ranked by characterization
Distance: 0.1704
