To indicate a thought (For example: I'm hungry), do you put quotation marks around the thought as you would do if the thought were spoken out loud, or do you put the thought in italics?

Either way is correct.

http://theeditorsblog.net/2012/02/28/inner-dialogue-writing-character-thoughts/