I followed advice to Turn Off Genius under the "Store" menu. This worked for me.
However I find that the minute I open the Apple Store by clicking on the "iTunes Store" link on the left, the sounds reappear. If I return to my desktop menu items, such as "Music", "Movies", "Podcasts" etc. they vanish.