Not necessarily how its seems. I personally use it as a description of not a good result, day, outcome whatever.
"Bad day at the office?" reply " yeah something like that"
Or " How are you?" Response "... bad day at the office"
Or " How are you?" Response "... bad day at the office"
by Moscow Woman July 1, 2020