Hadn't noticed too much of a difference with my GCC's, but with my Suns & Cockatiels the personalities definitely differ. My females always seem to be sweeter, quieter, just have a calmer air about them....my males are loud, funny, and sometimes testy.
But I agree, it is most important about your individual bond with your bird, you can't go wrong either way!