My female doesn't like them either. This year we didn't have a problem. We stayed in the house with all doors and windows closed and I had the TV up pretty loud.
Last weekend I had the door open and some went off. She did her "freak out" thing. Which is trying to climb up on the headboard of the bed or the back of the couch. She shakes and drools and just seems confused.
Luckily, all fireworks are illegal in my county. But you still have those that will do it anyway. Friday night I actually fell asleep with the TV on just so she would be distracted with that and not hear them.

I hear the thunder shirt works well for some dogs. It wouldn't for mine. She freezes up if we put any type of clothing on her. So that would make her more anxious.

Good luck!