I forgot to mention... To tell Emacs Org mode that you want a .pdf, customize the "org-latex-pdf-process" variable.
To do so, do, visit: [[help:org-latex-pdf-process]] and click the "customize" link. Near the name, you will see a "Value Menu" buttom, it has latexmk there.
