Arbitrage in a one-period Gaussian market

If the terminal price vector is normal with covariance matrix $V$, every portfolio outside $\ker V$ has a terminal value with full support on the real line. Arbitrage can therefore arise only from portfolios in $\ker V$, whose terminal values are deterministic.