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These books are ranked using the characterization labels extracted for Notes on Infinity.
Characterization labels used: brilliant students, high achievers, flawed characters, competitive, ambitious, naive, driven, genius stereotype, female STEM protagonist, male science counterpart, founder characters, mentorship-seeking
Focused on “underdeveloped side characters” 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.
A scholarship teen at an elite science institute uncovers secret experiments, mutations, and a threat to her own mind.
Why this is here
Characterization labels: ambitious teen · overachiever · scholarship student · gifted student · isolated protagonist · untrusting · prickly protagonist · mysterious girl · cutthroat peers · rich students · scientist characters · complex characters
Semantic match: ranked by characterization
Distance: 0.1431
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: 0.1743
Two sisters search for each other across a climate-ravaged future split between an island and an eco-city.
Why this is here
Characterization labels: STEM prodigy · introvert · loner · reclusive · analytical · logical · emotionally detached · survivalist · mysterious · resourceful · gray character · likable protagonist · complex characters
Semantic match: ranked by characterization
Distance: 0.1516
Two short, ambiguous Wells stories explore a hidden doorway and an exam slip-up through regret, choice, and conscience.
Why this is here
Characterization labels: student · scholar · rival student · professor · promising man · social climber · humble background · conscientious character · obsessive character · idealistic character
Semantic match: ranked by characterization
Distance: 0.1569
A PhD student finds a cursed rare book and is pulled into a mind-travel mystery about reality, time, and thought.
Why this is here
Characterization labels: female academic · PhD student · curious heroine · flawed protagonist · intellectual heroine · obsessive reader · messy protagonist · sexually active protagonist · poor student · strong-willed · mentally complex
Semantic match: ranked by characterization
Distance: 0.1607
At an elite remote prep school, a missing girl sparks a web of secrets, suspects, and a mystery that turns strange.
Why this is here
Characterization labels: gifted students · prodigy students · high achievers · creepy stalker · obsessive boy · addicted boyfriend · genius best friend · science-minded student · popular girl · underdeveloped characters · unlikable characters · two-dimensional characters · flat characters · socially awkward character · analytical mind
Semantic match: ranked by characterization
Distance: 0.1609
A brilliant but socially isolated teen wins a science prize, then a lab discovery pulls her into dangerous international intrigue.
Why this is here
Characterization labels: science prodigy · genius teen · awkward teen · social outcast · bullied student · caretaker · devoted daughter · financially strained · driven · brilliant · introverted · relatable · quirky · complicated heroine · smart girl · female STEM protagonist · secondary characters
Semantic match: ranked by characterization
Distance: 0.1658
Two graduate students take a fertility-clinic egg donation job to uncover what became of their eggs—and uncover far more.
Why this is here
Characterization labels: Female protagonists · Graduate students · PhD students · College students · Intelligent but naive · Reckless · Impulsive · Curious · Naive · Stilted dialogue · One-dimensional characters · Stock characters · Interchangeable personalities
Semantic match: ranked by characterization
Distance: 0.1665
In a post-apocalyptic crater city, an engineer helps a recluse chase human flight while danger, secrecy, and romance close in.
Why this is here
Characterization labels: rational heroine · engineer protagonist · reluctant romantic · reclusive inventor · young genius · orphaned youth · strong-willed protagonist · emotion-versus-logic · flawed heroine · eccentric characters
Semantic match: ranked by characterization
Distance: 0.1670
After a meteor strike makes Earth uninhabitable, a brilliant 1950s pilot fights sexism to join the space race.
Why this is here
Characterization labels: brilliant protagonist · female engineer · mathematician · pilot · astronaut aspirant · anxious protagonist · socially awkward · privileged protagonist · self-aware arc · morally reflective · supportive spouse · strong female cast · competent women · male antagonist · bigoted authority
Semantic match: ranked by characterization
Distance: 0.1694
A student in Padua falls for a mysterious woman raised in a deadly garden of poisonous plants.
Why this is here
Characterization labels: young student · beautiful heroine · mad scientist · rival scholar · morally ambiguous characters · naive protagonist · monomaniacal father · toxic heroine · scientific obsessor
Semantic match: ranked by characterization
Distance: 0.1706
A teen aspiring scientist on a stranded alien colony uncovers buried truths about her world, her family, and peace on Faloiv.
Why this is here
Characterization labels: aspiring scientist · teen protagonist · curious heroine · determined heroine · logical characters · competitive students · black girl in STEM · hacker · best friend · scientist parents · extremist leader · character-driven
Semantic match: ranked by characterization
Distance: 0.1753
