Annual sweet pea (Lathyrus odoratus)  prefers cool temperatures to bloom, but won't survive hard freezes. Keep the flowers blooming in winter by mulching the plants well and covering them during frosts. Some varieties are earlier flowering, such as the Winter Sunshine and Winter Elegance series, both of which can bloom through winter in the warmest regions of Texas, California, and Florida.