When you open your .gdoc link in Google Drive to access the Google Docs document, you can download the file in TXT format using the File ► Download as function in the upper menu.
But other than that, direct gdoc to txt conversion without access to Google Docs (online) is not possible, because the .gdoc file is but a link and does not actually contain the document itself.