Problem:
Develop a three-dimensional function with a saddle point, locate the point through the first partial derivatives, and confirm the point is a saddle by evaluating the Hessian matrix. Plot the function and demonstrate graphically the meaning of the Hessian at the saddle point location.
Note: Please provide step by step solution.