Strange... I see what you're talking about I also see that if I try to copy the full text over and over, the mystery characters disappear when pasted. Maybe just copying from Word, and paste back into Word will clean the text(?)

Also, be sure that you're experimenting with the 'Paste as text' feature of Word.