It could express a feeling that too much has been shared,
A Person has gone too far.
Or perhaps a feeling of sadness, often used to show suprise.
" Oh gravy." D:
Ted: Holy, mother fucking shit John check out this 3 legged monkey bird"
John: Oh gravy!