Let's ignore the 'e' for a moment.
Given a value of k, what have you? k = x^2 + y^2
Isn't that a cirle of radius sqrt(k) centered at the origin?
Generally, the x^2 + y^2 should suggest to you that whatever you find will have lovely symmetries across either the x-axis or the y-axis and radial symmetry.
Now, let's ponder just the 'e'- piece. k = e^-(x^2 + y^2)
x and y still appear ONLY in this same form, creating radial symmetries. By this time, we should conclude that we will go only circles, no matter what we do. How close are they? Good question?
Let's look at a simpler example, f(x) = x/e^x
Finding a first derivative. f'(x) = (1-x)/e^x - There is a nice Global Max at x = 1 after increasing sharply from zero and then falling off nicely. This should give you a rough shape.
If you add the x^2, it's a little sharper up to x = 1 and then sharper down.
I'm starting to get the idea of a nice, round volcano. You?