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?

Answer 1

Either way is correct.

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