What is the standard error of the difference?

The pooled standard deviation from the populations from which the samples are drawn.
The estimated standard deviation of the sample means.
The estimated standard deviation of the sampling distribution of differences between the means.
The estimated standard deviation of the sampling distribution of the mean.