Joel --
Yes, assuming that you have run Thor first. In fact, I recommend that you execute RunThor(7) as part of the setup program for your IDE.
To get PEM Editor to start automatically, go to the Thor configuration page, to the "Startup Tools", and check of "PEM Editor" (and any others that suit you).
Hope this helps.