Wright met the 33-year-old actor on the set of 2011's Rampart. On Saturday, Wright's rep confirmed to People that the two were engaged.
The happy couple sparked engagement rumors on the red carpet of Diane von Furstenberg's "Journey of a Dress" event on Friday, when Wright could be seen wearing two gold bands on her left ring finger.
Wright, who divorced Dane Witherspoon back in 1988, also divorced actor Sean Penn in 2010 after 13 years of marriage. They had two children together, Dylan, 22, and Hopper, 20. Dylan is rumored to be dating Vampire Diaries star Steven R. McQueen.
[People, E! News]