Fix bad locking.

When synchronizing on a field, it should be final to avoid locking on different
objects.
Missing synchronization on use of mRunning caught by Error Prone's @GuardedBy
checker.
Bug: 27723540

Change-Id: I9d7c9e37f8ef5f7f49707bfdf607a6b73b9654d8