I was reading these notes on matrix calculus http://research.microsoft.com/en-us/um/people/minka/papers/matrix/minka-matrix.pdf
and I could not figure out how to go from equation (30) to (31). Any kind of help is appreciated.
Edit: The oI notation is defined in equation (21).