First off, welcome to DPS.
I really like this shot. The colors are wonderful, and the black background really helps the colors to pop.
To me, the stem and leaves you asked about are not distracting to me at all. For me, it gives the photo some depth and context. Also, they're in shadow, which doesn't take any attention away from the actual flower.
Nice job.
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