We consider a singular stochastic control problem with convex running cost for the n-dimensional Brownian motion on a finite time horizon. Using a direct probabilistic approach, we characterize the optimal control as a unique solution to the corresponding (generalized) Skorokhod problem for the time-dependent nonaction region.