Glass took a prominent role in Labour's campaign to remain in the EU in the June 2016 referendum campaign. On 19 May 2016, she apologised after calling a member of the public in Sawley, Derbyshire, "a horrible racist", which was caught at the end of a radio interview recording and reported by the media. She also added "I'm never coming back to wherever this is".