"making over-nice distinctions," by 1739, from hair
+ verbal noun from split
(v.). To split hairs
"make over-fine distinctions" is first recorded 1650s, as to cut the hair
also being 18c. slang for "female pudendum," hair-splitter
was noted in 1811 as slang for "penis."