Issue with Pinning Server Drives

I have windows explorer pinned to my task bar. Within WE I have several folders pinned to it. I am noticing that the server drives do not remained pinned as I have defined them. For example, I have one drive mapped to L: which is pinned. However, if I navigate to a sub-folder withing L: the pinned folder changes. I don't think this is expected behavior.

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