Aren't you supposed to touch the weather icon itself? On mine the temp doesn't trigger it, the sun/cloud/moon does.
Ha...that's ridiculous. I was touching the wrong place nearly every time...no wonder it wouldn't work. I would hit the temp instead of the actual weather icon. I do still get the lack of response every once in a while, but it definitely helps when you actually touch the correct area.