UCLA researchers have produced X-rays by simply unrolling Scotch tape (2008)
nytimes.com
nytimes.com
so with the tape I'd assume it's due to the friction from unraveling the sticky side from the non-sticky side
also related to https://en.wikipedia.org/wiki/Triboluminescence which the scotch tape demonstrates as well