I may be doing something wrong, but I think what chris suggests gives you the shape builder tool function, not an unerase; in other words it may work fine with an image as they have defined boundaries, but with a shape it will 'just keep going' - and it works at the defined nib size for the tool

if you want to unerase straight away ctrl+z should work