Have the stay logged in option the FIRST time you log in. At the moment you have to wait till you are logged out, then login again
I do this every day. I log in get on with other work, find i am logged out and only then can i choose an option to stay logged in once i have logged in the second time. Ideally a cookie with your preference as a ticked option would be good.