From the root ج و ف (j w f). The sense “inner” suggests a relation with Egyptian jwf (“flesh”) since the flesh is in the “inner” part of the body. Compare Hebrew גוף (guf, “body”).
Practice speaking and memorizing "جوف" and many other words and sentences in Arabic.