Hi Freddy,
Go to SE61.
create a new notification email template.
Add all the content you require in the mail except the variable LINK_APPROVE_REJECT which populates Email approver link
Remove the variable from your notification mails.
Now use this new template at your stage notification settings.
Regards,
Madhu.