My knowledge of Physics is very surface-level, so sorry if this question doesn't make sense. Before Einstein's theory of relativity, people would think of the gravitational field as a force exerted by massive objects. Now we have a new interpretation where mass simply curves space-time and it is the movement of objects through the curved spacetime that causes the illusion of a force.
Now, the Electromagnetic force looks a lot like the gravitational force, with both following an inverse square law. Is it possible then to interpret the electromagnetic force as the consequence of movement through a curved surface as well? Is there any attempt at this already?