I found this cross stitch flower in Judith Baker Montano’s lovely book,
Elegant Stitches (page 41). It’s very easy and fun to do. As you can see, it starts as a simple cross stitch. Subsequent cross stitches are added into the same holes, making sure to weave the thread through the stitches.