If you lift the object into the air, "r" increases, meaning that the absolute value of the GPE decreases. However, since GPE is negative, this "decrease" turns into an increase (i.e. the GPE goes from a big negative to a smaller negative, which means it's getting bigger).
The GPE is negative...