When treatment groups are re-sorted repeatedly using random assignment to create a randomization distribution, the mean of the distribution will be close to zero. This is because, under the null hypothesis (which typically states that there is no effect or no difference between groups), the expected value of the differences in groups should average out to zero.
So the correct response is:
The distribution mean will be close to zero.