forces - Confusion with $F=-nabla V$, $F$ conservative

I am rather confused by the relationship $F=-\nabla V$.

If a pen drops from a height it loses potential energy so $\nabla V$ is negative. From the above equation this means that the gravitational force acting on the pen is positive, but isn't it acting in the negative direction (downwards)?