Feeling Guilty & Sad.

Is it normal to feel frustrated towards your child? My daughter (3 weeks) won’t sleep and she keeps crying non stop and I’m not sure why I keep trying everything I’m getting so worked up and frustrated I wanna cry. I feel so guilty for being frustrated at her I know she is just a baby but being a mom is sooo stressful.