No they won't go.
When you delete a message or folder, it’s moved to the Deleted Items folder. You can either manually remove messages from the folder or you can set Outlook.com to automatically empty your Deleted Items folder when you sign out
You can also:
In the Drafts folder, open the email message.
Select Cancel Send.
Select Yes to confirm