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Notes on Infinity

Austin Taylor

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Similar in characterization

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 “supportive spouse” 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.

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The Calculating Stars

Mary Robinette Kowal · 2018 · Lady Astronaut Universe

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

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Morbid Curiosities

S. Hati · 2026

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

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The Ones We're Meant to Find

Joan He · 2021

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

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A Slip under the Microscope

H.G. Wells · 2015

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

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The End of Mr. Y

Scarlett Thomas · 2006

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

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Redemption Prep

Samuel Miller · 2020

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

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Dragonfly Girl: A Spellbinding YA Science Thriller About a Cure for Death and Deadly International Rivalry

Marti Leimbach · 2021

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

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Shock

Robin Cook · 2006

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

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A Web of Air

Philip Reeve · 2010 · Fever Crumb

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

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Rappaccini's Daughter

Nathaniel Hawthorne · 2004

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

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The Female Breeders

Melanie Bokstad Horev · 2025 · The Female Saga

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

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A Conspiracy of Stars

Olivia A. Cole · 2018 · Faloiv

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

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