Baremore was last seen leaving the Sugar Bares VIP Club on Martin Luther King Jr. Drive in Winston-Salem, North Carolina during the early morning hours of April 6, 2004. She was employed at the club as an exotic dancer. She got into a Willard Cab Company taxicab and rode away. She has never been heard from again.

Baremore did not have a car at the time of her disappearance, and her family often drove her places. Her family realized she was missing on April 8, when her sister went to the club to pick her up and discovered Baremore was not there. Baremore's relatives reported her missing on April 10.

Baremore resided with her boyfriend, Cedrick Bobby Lemon, in an apartment off Silas Creek Parkway at the time of her disappearanc. She had stated that she was considering leaving Lemon. After her disappearance, all of Baremore's belongings, including her dance bag which she normally carried with her, were found in her apartment. Lemon stated that their relationship was "rocky" and he and Baremore argued after she arrived home on the morning of her disappearance. He told her he did not want to marry her, she told him she was going out to get a newspaper and find a new place to live. Lemon said Baremore had occasionally left him for short periods before and he assumed this was one of them, until her family became concerned. He was arrested for probation violation after Baremore's disappearance.

The circumstances surrounding Baremore's case are unclear, but her mother believes she is deceased, as it is uncharacteristic of her to be out of touch with he family. Baremore is originally from Lexington, North Carolina. She has a daughter who is being raised by a relative. Her case remains unsolved.