I fixed this. Even though origins were not showing on my drawing, the box was checked, so they appeared in the PDF...
Ryan, I haven't noticed that problem when I generated PDF's from SolidWorks. (I use the Save as PDF process too).
Check to see if Origins are set to display in the View menu. Maybe you've got a display issue.