1) the null-model is that you throw 3.5.
2) Because we know all possibilities (1,2,3,4,5,6), and with an honest dice
all 6 possibilities are equally likely, so we will on average get 3.5.
Period.
3) Throw the dice N times and calculate the average value. The bigger N
the more certain you can be about the dice-honesty estimate.