I am currently in graduate school but need to ask my previous professors for a letter of recommendation. I am worried this will be awkward
If you explain to them that this is part of your stipend contract that you are required to have these letters to apply to the scholarships, I am 100% sure noting that as well as a quick apology will eliminate any awkwardness.