Is it normal for a dog to feel or be jealous?

Yes, jealousy in animals exists. Yes, you can and should train her to accept that you pay attention to other animals. Try keeping treats on hand to feed her while you pet another dog, try distracting her by petting her at the same time you are giving 'her' attention away. Cheers!