An exclamation used similarly to "Holy cow!" or "Oh my goodness!" It can also be used to indicate seriousness when preceded by "I wish to" or "I swear to".
How often have the words gad so and geeminy occurred in a corpus of books? (source: Google Ngram Viewer )