Your email template should be in TM. Go to your form version, "Confirmation Email" tab.
Thanks a lot for the pointer Juilo. I couldn't find the exactly "Confirmation Email tab" but with the lead which you have given had gone to Spaces where I could find properties for the Receipt email message and the also the attachment details in the Flow config of the form.
Your help is much appreciated.