If you have a die and you don't know anything else about it you should assume that the probability for each side is 1/6.
If you also know that the expected value is 4 (instead of 3.5 for a fair die) there is a way to calculate the probability distribution that reflects that constraint - and nothing else.
Now, if you don't even want to think about anything Bayesians can do that too.