Kenneth G. Wilson (1923–). The Columbia Guide to Standard American English. 1993.
head over heels
isn’t logical for “upside down”; heels over head was the original, the more logical, and the more graphic expression. But the cliché is head over heels these days, and it’s a Standard idiom.
