The 33-year-old is believed to have drowned in Lake Piru, northwest of Los Angeles, after she rented a boat with her young son last Wednesday.
The Ventura County Sheriff's Office said a body had been found in the lake on Monday but did not immediately say if it was Rivera's, adding that "the recovery is in progress" and they would hold a press conference at the lake soon.