You are looking for a t-test for the difference in means. One tailed test.
Let be the population mean of the sample and
let be the population mean of the sample
Your hypothesis will be:
Give this article a read (problem 2 in particular) to help find the test statistic, degrees of freedom and critical value.
Hint: In your case the difference in means is zero.
I suggest you test your hypothesis at