Looks like there's a typo in the pl-sql-developer 7.1 help about this. There it says:
SET SPOOL*DIRECTORY [Directory]

THE "*" should be removed there. Should also be mentioned that when you have a path with blanks you can put the [Directory] between double quotes, the same as with spool filenames or path with blanks.