We have after $t$-steps $$\begin{equation*} \hat{w}(t) = \hat{W}^t\hat{w}(0), \end{equation*}$$ with $\hat{w}(0)$ the distribution at $t=0$ and $\hat{W}$ representing the transition probability matrix.