For the covariance matrix S it is known that all its p$\displaystyle \times $p elements are greater than zero 0. Prove that:

a) Coefficients of the first principal component are all of the same sign,

b) Coefficients of each other principal component cannot be all of the same sign.

Any help greatly appreciated.

Thanks