We consider the stability problem for the difference system x n = Ax n−1 + Bx n−k , where A, B are real matrixes and the delay k is a positive integer. In the case A = −I, the equation is asymptotically stable if and only if all eigenvalues of the matrix B lie inside a special stability oval in the complex plane. If k is odd, then the oval is in the right half-plane, otherwise, in the left half-plane. If A + B < 1, then the equation is asymptotically stable. We derive explicit sufficient stability conditions for A I and A −I.