This was a common error in our workgroup when we started to start Azure Storage Emulator either manually or via Visual Studio. Moreover, the issue was not consistent.
windows azure storage emulator the process cannot access the file
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Bit-Torrent was hogging the emulator port (10,000). When we were not running the bit-torrent, it used to start-up fine. I haven't yet found a way to resolve the conflict by running either on a different port. I'll update the answer when I find that.