Don’t freak out! Change is difficult, but it’s okay you haven’t lost your ability to change your icon. It’s just different now.
Click on your blog’s name to the right of the Dashboard option at the top of your browser window.
Click on the Settings option on the right hand bar, the one with the little gear.
You’re there! Change your icon to you heart’s content!
Walkthrough with images:
Hope that helps!