A standard deviation of a slope is not a well defined concept. I argue it does not exist.
You can have confidence intervals of a slope, typically reported as 95% or 98%,99%. That is, 95,98 or 99% of the time the values will fall on that curve (yes a straight line is mathematically a curve). It might sound like a standard deviation of sorts, but it is quite different.
The confidence interval of a slope is a function of the accuracy of your individual measurements, but it is very largely based on how your measurements act as a whole.
If you show data perhaps I can help more, and explain what you mean by a standard deviation of a slope.