Active Premium is the most basic measure of excess returns, or put simply the returns generated above that of the benchmark. A benchmark can be a risk-free rate, or more commonly a selected index.
Active Premium is simply calculated by subtracting the return of the market portfolio, from the return of the actively managed portfolio. “Active” refers to the fact that the portfolio is actively-managed, as a passive portfolio can only acquire the same returns as the market.