Hi Gem and welcome to NGA,
I see you have had no answers to your question. Apparently nobody knows the answer, including me. A neighbor of mine has several mimosa trees and they are beautiful when in bloom. I do know that they won’t bloom until they are fully mature and about 10 feet tall. They also like very strong acidic soil. Are all your trees about the same age?
Art