I like those types of storms too. Scares my newest doggie though. She is terrified at thunder and fireworks. We tried a sedative (Sileo) the vet sold us. It kind of worked on the 4th.
I thought they have little shirts you can put on the dogs and it somehow calms them. We made a great effort to act like we heard nothing for Boodie's first 4th of July and she is not bothered. The thunder is so rare she will growl at it a bit, but doesn't seems scared.