A group of prominent former top executives at Merrill Lynch were bullish on Bernard Madoff—and it has cost them.

Former Merrill chief executives Daniel Tully and David Komansky, along with former Merrill investment banking chief Barry Friedberg, personally invested in hedge funds with Madoff exposure run by former Merrill brokerage chief John "Launny" Steffens, according to people familiar with the matter.