That might be the culprit in one instance, but the one in the photo is in a half barrel and is actually on the cooler side. You can see there is a perfectly happy one right next to it, and another on the far side of the barrel. And the pansy next to it is fine, too, and they seem to be more sensitive than petunias. Is there some sort of blight that affects petunias?