I created a private filter and made it one of my favorites. I then configured the My Defaults columns under the Columns button. However, when I re-run the search or leave the page and return, it always reverts to the original set of columns and I have to click "My Defaults" again to get the view I want. Assuming I'm not an idiot, it would seem Atlassian doesn't understand the meaning of the word "default".