After ringing in her 32nd birthday [1] on Oct. 3, Ashlee Simpson [2] was spotted out and about in LA with husband Evan Ross on Friday night. Ashlee showed off her bohemian style in a pink fur coat and black slip dress, while Evan did the same in a striped shirt and black wide-brim hat. Although the lovebirds kept the PDA to a minimum, Evan did hold on to Ashlee's hand as he led the way for her on the sidewalk. This is just the latest we've seen of the pair since they attended a store opening in Beverly Hills with Evan's sister, Tracee Ellis Ross, on Thursday, though the couple is constantly sharing sweet Instagram photos of their daughter [3], Jagger Snow Ross.