Suppose I have an ARIMA model with $n$ step ahead forecasts and forecast intervals. If I want to sample from those forecasts:
One way to look at is: take one observation from the prediction distribution in each step, then you have one path. Repeat this process.
But when you choose your first observation from the first prediction distribution, the second observation is dependent on the first one, isn't it?