Quadratic form
Definition
Because near a minimum, every smooth function is a quadratic form.
One sentence: the matrix says how the bowl is shaped, the eigenvalues say whether it’s a bowl at all and how lopsided it is, and the off-diagonals say which way it’s tilted.