Hey Rafael.

If you have two point particles that are always the same distance from each other and the random walk only lets you go up or down one unit for discrete (and is continuous when going to the limit), then the distribution for the other point is basically a shifted version which means you only have one real distribution.

Since you already have the theory for this case, there is nothing else to do. Your random variable will always be Y = X + a.