Most of the answers above work. However, whenever you decide to download the document as a PDF, google will automatically convert the vectors into low quality images. Hence, this solution may not be optimal for everyone.

What I did notice was the it wont convert it into images if you download the document as a word document, and THEN save it a PDF.