Lol...
It's easy to check in your blog. In the coding mode (not html mode) you can see the embeded code that begins with "<" (smaller than sign) and the keyword "embeded" for the media player. Somewhere after that you should see autostart=true or autostart=1. Change true or 1 to false or 0. Save the change and the audio will not be started automatically.