The mean of the randomization distribution will be close to zero. In random assignment, the treatment groups are formed in such a way that, over many iterations, there is no systematic bias in assigning participants to the different groups. As a result, the expected value of the differences between group means will center around zero. Therefore, the correct response is:
The distribution mean will be close to zero.