Josh's answer is of course correct, but let me take a different perspective. According to general relativity you are accelerating and that's why you feel a force.
The maths behind this is described in twistor59's excellent answer to What is the weight equation through general relativity?. When you're at rest on the Earth's surface your acceleration is approximately:
$$ a = \frac{GM}{r^2}\frac{1}{\sqrt{1-\frac{2GM}{c^2r}}} $$
where $r$ is the radius of the Earth and $M$ is the mass of the Earth.
Let me justify this outrageous claim. One way we could tell whether we are accelerating is whether we feel a force. When you're floating along in space then if you feel no force you can be sure you're not accelerating. Well, this is true for Newtonian physics but not for General Relativity. An astronaut in the International Space Station is weightless and feels no force, but from our perspective here on the Earch that astronaut is accelerating towards the Earth. We know they must be accelerating because they are travelling in a circular orbit round the Earth, and circular motion implies an acceleration towards the centre of the circle.
The point is that in GR acceleration is relative, and the acceleration measured depends on the observer. So if I'm trying to determine your acceleration when you're standing on the Earth's surface the answer I get depends on the observer I choose. Well the obvious observer to choose is one that feels no force, because feeling no force is the obvious reference point for zero acceleration.
So to determine your acceleration I compare your motion with that of a freely falling observer who is (momentarily) next to you. For example if you're standing at the edge of a cliff that observer would be falling off the cliff next to you. You're going to say the observer is accelerating downwards (presumably to an imminent and messy death!) but the observer is going to say that you are accelerating upwards. What's more, the observer is going to say that because they are feeling no force but you do feel a force, they can be sure it's you who is doing the accelerating.
This is how the equation above is derived. It compares the four-acceleration of someone at a fixed distance from a planet with the four-acceleration of a freely falling observer. It's actually just the acceleration calculated from Newton's law of gravity with a (usually) small relativistic correction.
At this point you're going to say that all this is very interesting (at least I hope so) but isn't it a bit silly to claim you're accelerating when you're obviously standing still? Well, the claim does neatly explain why you feel a force, and what's more it calculates exactly what that force is.