gpg reverse encryption

I have sent an armored pgp encrypted message and since then have lost the original message. Being on the same system, the algorithms and keys used to encrypt the message should could also be reversed to decrypt the message back, right? I've tried

--decrypt pgpmessage.txt

and

--decrypt --recipient recipient pgpmessage.txt

and I still get errors. Is it even possible?