Sweet peas are usually sown in the fall to bloom in early spring here in Austin. It's too hot in summer for them to survive here. Not sure if that answers your question, but I remember my grandmother having gorgeous sweet smelling sweet peas in MS. I tried to plant them in Feb. to come up in spring here, and was unsuccessful. Here, they are planted in the fall.
Not sure if that helps.