All Hell Broke Loose: A Computational Search for Frustration Associated with Loose, Lost, Stuck, and Floating Equipment in NASA Oral Histories

Jalaj Gangwar

Abstract

We report a deliberately narrow computational investigation of a problem that becomes considerably less funny when the object is floating toward a ventilation intake: equipment that is loose, stuck, misplaced, floating, or otherwise unwilling to remain where a crew member put it. The study searched 729 NASA oral-history documents for co-occurrences between equipment-loss/mobility language and frustration or profanity language. The initial lexical screen produced 72 candidate passages. All 72 were re-reviewed by a large language model (LLM), which classified 14 (19.4%) as genuine links between an equipment problem and an expression of frustration; these 14 hits come from 12 documents and describe at most 12 distinct episodes. The retained passages received a mean comedic-value score of 3.36/5, not the 2.1/5 in the project summary, which on recomputation is the mean over all 72 candidates. The most common equipment-side screening terms were “loose” (25), “stuck” (18), and “lost a” (8) while “hell” (28), “damn” (17), and “shoot” (15) dominated the frustration vocabulary. One particularly pleasing lexical accident involved a micrometeorite shield that “came loose” in the same breat as “all hell broke lose.” The study does not estimate how often NASA personnel swear, nor does it establish causation. It instead provides a reproducible way to locate small, narratively rich instances in which physical loss of control and linguistic loss of patience occur in approximately the same neighborhood.

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Published by B McGraw

B McGraw has lived a long and successful professional life as a software developer and researcher. After completing his BS in spaghetti coding at the department of the dark arts at Cranberry Lemon in 2005 he wasted no time in getting a masters in debugging by print statement in 2008 and obtaining his PhD with research in screwing up repos on Github in 2014. That's when he could finally get paid. In 2018 B McGraw finally made the big step of defaulting on his student loans and began advancing his career by adding his name on other people's research papers after finding one grammatical mistake in the Peer Review process.

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