this Wikipedia page. In this theory, it is often convenient to take the logarithm of the probability. Since a probability is less than 1, its logarithm is negative. So, again as a matter of convenience, it is usual to deal with the negative of the logarithm. That gives you the "negative log posterior".
The abbreviation "Pr" almost always stands for "probability".