A day after his partner at the top of Pacific Investment Management stepped down, Bill Gross said he wants to double down on its efforts to turn into much more than a bond shop.

His goal: to reduce the giant asset manager's reliance on bonds and raise its exposure to stocks. The firm, with nearly $2 trillion under management, has faltered in previous efforts to make this shift.