Increasing $\alpha$ moves the critical value further away from the mean of the null distribution.

Increasing $\alpha$ moves the critical value closer to the mean of the null distribution.

The critical value is independent of $\alpha$.

Decreasing $\alpha$ moves the critical value closer to the mean.