Charles Earle Funk, author of the book “A Hog on Ice & Other Curious Expressions,” explains that the expression refers to a person of importance. This slang is a recent, but it evolved from the nineteenth century term “a big gun.” That term resulted from the union of “a great gun” and a “big bug.”