Show that the variance of the $i^{\text {th }}$ run in a $2^{3}$ design with two replications is

\[\frac{\left(y_{i 1}-y_{i 2}\right)^{2}}{2}\]

where $y_{i j}$ is $j^{\text {th }}$ observation in $i^{\text {th }}$ experimental run.