An astrnaut orbiting the earth feels weightlessness generally because he is in a constant state of free fall. It's just that his forward motion causes him to keep missing the earth over and over again. There is gravity everywhere, its just there is a lower content in space then there is earth. The bigger the mass the stronger the gravity.
