A low value indicates that removing a run will reduce the size of the variance component estimates. Thinking of it another way, that particular run is increasing the variance component estimates.
Note
Never ignore a run just because the diagnostics plots indicate it may be a problem. Verify that the data is wrong in some way before ignoring it.