Assuming you intend sample mean then yes you can have a standard deviation. What happens if you take another sample? Will it have the exact same mean? It probably won't. Therefore, across samples you will have variability and if you have variability you have a standard deviation.
On the other hand, you don't have a standard deviation of the population mean, just of the population.
Therefore, it depends on the intent in what you're reading what the standard deviation refers to. Often the standard deviation of the sample mean is called the standard error, but they're the same thing.