Hey Johnny - If you haven’t figured this out yet, on your iPhone, open the Watch app and navigate to General —> Wake Screen and turn off Auto-launch Audio Apps.
It can also be done of the watch itself by pressing the Digital Crown and tapping settings —> general —> wake screen and turn off...