After further testing, this does not appear to be possible.
Even after selecting "Print Entire Workbook", saving the Workbook
, closing it, and reopening it, the default "Print Active Sheets" is selected so this leads me to believe that this setting is not stored anywhere in the actual file, just stored within the Excel "session".