I think maybe a water sprayer/mister is what you need to help with your wrinkles. I have a Mercedes benz rowenta that is both heavy and steams like crazy, but, I found with cotton, you have to have it quite wet before pressing the back in style cotton shirts I like to wear.
A wooden clapper helps to hold the heat in to set a seam. Maybe try one of those too.