Answer:
He is afraid to be thought of as a mutant, and decides to leave the superheroics to the other Spider-Man. The problem is that, shortly afterwards, Peter gets shot, and Miles becomes guilt-ridden over the thought that he could have helped had he just embraced his role earlier.
I hope this helps....