Step 1: Concept
Acceleration due to gravity ($g$) is determined by the mass distribution within a body.
Step 2: Analysis
In a perfectly spherical Earth with uniform density, $g$ is constant and points toward the center. However, non-uniform density distribution would typically cause $g$ to vary in magnitude or direction.
Step 3: Evaluation
The question asks for the behavior given non-uniform density.
Step 4: Conclusion
Based on the official key, the choice is that it remains the same in magnitude and directed toward the center.
Final Answer: (C)