Think of simple harmonic motion. This equation is very similar to it (notice that the equation looks just like d/dx(1/2 v^2) ?
Imagine a particle in SHM moving away from the origin towards the positive extremity. The force is pulling the particle towards the centre of motion x=0, which is opposite to the direction that the particle is moving, so acceleration is negative.
Likewise for this expression.