Help with my girlfriend's emotions and how to deal with them?

I say talk it out. Sit down with each other and basically talk about why she's feeling so annoyed and moody. Maybe she's having problems with her family or something is bothering her. Healthy relationships is all about talking about something. Don't just tuck everything away. If it's bothering you, talk about it.