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These books are ranked using the motifs labels extracted for Mania.
Motifs labels used: slurs, euphemism, newspeak, IQ, tests, grades, smartphones, badges, dictionary, alliteration, big words, blacklisting
Focused on “alcohol” where exact label matches exist.
This does not mean the books share the same plot, setting, quality, or difficulty. It means their motifs embeddings are close.
In near-future Britain, four marginalized kids fight a system of surveillance, control, and collapse.
Why this is here
Motifs labels: chips · algorithms · social media · mobile devices · CCTV · drugs · alcohol · grime · music · lists · hacking · bots · basic income · surveillance imagery
Semantic match: ranked by motifs
Distance: 0.1803
In a near-future social-media system, a teen’s tasteless post triggers a lethal public hunt, forcing her to uncover the truth.
Why this is here
Motifs labels: likes · dislikes · condemns · viral post · phone notifications · hashtags · smartphones · coding · hacking · mob · ratings
Semantic match: ranked by motifs
Distance: 0.1643
A notorious space thief joins a secret agency, then races through missions against a virus and a ticking clock.
Why this is here
Motifs labels: alleged · stasis · virus · tool names · technology · gadgetry · ALL CAPS · pseudo swear words
Semantic match: ranked by motifs
Distance: 0.1785
In a rating-obsessed future school, six teens from different cliques unite after a cryptic warning upends their lives.
Why this is here
Motifs labels: ratings · smartwatch · graffiti · cryptic notes · riddles · poems · jester · vandalism · numbers · thumbs up · thumbs down · hacking
Semantic match: ranked by motifs
Distance: 0.1900
A near-future collage of overpopulation, corporate power, espionage, and media overload in a world on edge.
Why this is here
Motifs labels: news bulletins · advertisements · slang · supercomputer · mass media · television · collage · hipcrime vocab · codes and jargon · psychedelic drugs · images of crowding · counterculture
Semantic match: ranked by motifs
Distance: 0.1955
Generations after Manhattan’s isolation, rival factions face a destabilizing outsider and a fragile order ready to break.
Why this is here
Motifs labels: slang · emojis · footnotes · fog · toxic cloud · dog meat · mutations · celebrities as gods · scrap weapons · Molotov cocktails · territories · hieroglyphs
Semantic match: ranked by motifs
Distance: 0.1986
A fired tech insider joins friends to expose data abuse and reboot the internet, risking unintended fallout.
Why this is here
Motifs labels: likes · apps · terms and conditions · data mining · quizzes · phones · online conversations · internet conversations · fake company names · versioning
Semantic match: ranked by motifs
Distance: 0.2038
A secret British occult agency must solve a magical serial-killer case after the hidden world is exposed to the public.
Why this is here
Motifs labels: social media · credit cards · phones · YouTube comments · pronoun language · office jargon · magic school · elder beings · slugs · gelatinous creatures · shoggoths · asylum · PR language · bureaucratic titles · internet discourse
Semantic match: ranked by motifs
Distance: 0.2041
A magic-school provost must repair a reality she reshaped, training new students while speech itself begins to fail.
Why this is here
Motifs labels: speech · words · grammar · parts of speech · fragments · shards · time loops · exams · homework · fear · hamster · school trials
Semantic match: ranked by motifs
Distance: 0.2050
A language-spread plague turns speech into contagion and pushes survivors into violent, reality-bending horror.
Why this is here
Motifs labels: words · language · speech · aphasia · cannibalism · gore · violence · metaphor · similes · images · zombies · virus
Semantic match: ranked by motifs
Distance: 0.2055
A London teen wakes with smartphone-linked powers and must decide whether to use them for revenge or justice.
Why this is here
Motifs labels: i-prefix · phones · internet · wifi · electronic devices · binary code · chapter quotes · school/tech facts · electric shock · glowing skin · text messages · calls
Semantic match: ranked by motifs
Distance: 0.2056
A hidden human teen on an alien space station is thrust into a galaxy-spanning chase that tests intelligence, freedom, and identity.
Why this is here
Motifs labels: tiers · network · hive mind · intelligence ranking · false identity · holograms · manuals · communication devices · spacesuits · species labels · pronouns · information inserts · footnotes · guidebook excerpts
Semantic match: ranked by motifs
Distance: 0.2064
