The answer is that the person in the hollow shell would feel no gravity at all (assuming the shell is the only significant source of gravity). The person can be anywhere inside the shell, and this will still be true. This can be understood as a consequence of Gauss's law for gravity.
$$
\oint \mathbf{g} \cdot d \mathbf{A} = -4\pi GM
$$
where the integral is a surface integral over gravity, $G$ is the gravitational constant, and $M$ is the mass enclosed by the surface.
It's difficult to explain why this in a mathematical way, unless you're familiar with vector fields and flux.
An easier to understand explanation is that all the gravity cancels out. If the person inside the sphere is really close to one side (left side for example), then the mass on the left side pulls more strongly because it's closer. But if the person is on the left side, then there's far more mass pulling from the right side, even if each amount of mass pulls more weakly. The gravity from both sides cancels out perfectly, regardless of where you are in the sphere. The result is that the person inside feels nothing.