As a quick overview, the SGF is not wages, so no W-2 will be issued (the fellowship is analogous to a scholarship for tax purposes, as it does not include a work obligation). However, amounts in excess of tuition and certain required fees are still reportable to the Internal Revenue Service and California Franchise Tax Board.
More detailed tax information is available at http://vpge.stanford.edu/funding/taxes.html.