I don't believe so.
If it was your sponsor who was on welfare, it would be different since she'll be legaly obligated to provide for you. But for you, no, I don't think it makes a difference.
I just sent in my application, I'm the sponsored partner too and I don't even remember any income questions anywhere in the forms.