A psychologist measures the difference in reaction time (in seconds) for $20$ participants before and after consuming caffeine. The mean difference ($\text{after - before}$) is $0.82$ seconds, with a standard deviation of $1.20$ seconds. Assume the differences are normally distributed with no outliers. Test at the $0.05$ significance level whether the mean difference in reaction time is greater than $0$.