Follow the pressures. Imagine you are looking up and down the pipe from the inside. Every surface that you see has a pressure. The loads you are modeling are the changing pressures on these areas. So, downstream of the closing valve, immediately after starting the transient, I would guess higher pressures remain on the downstream surfaces. So I would state that, initially, the forces act along the direction of flow. But they bounce.
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Dave Diehl