I use these very often.
If I drink a beer that I have never tried, and the taste is pleasing, I will say "Hmmmm. Not bad."
But also, if I am worried about a stressful day or a negative experience, and the actual event is better than I expected, I will say "Ok, that was not too bad."
So, I use these phrases for both good and bad things.