On October 24, 2008, Glover vetoed a pay raise proposal that would have included all law enforcement personnel. This was the first veto the mayor used during his term. The pay raise, backed by a Shreveport City Councilman would use funds re-allocated from the current budget. The proposal had intended to remedy the city's number of law enforcement personnel that were leaving because of low pay and safety issues. Shreveport has a considerably higher crime rate and pays its police officers less than the regional average. The Councilman argued that the proposal was one way to retain more officers, saying: "Officers are leaving at an alarming rate to find better pay somewhere else. Let's keep it in the police department. Let's give the police officers a well deserved-well needed raise and lets make ourselves competitive in the marketplace." Glover responded by saying that the city only loses officers at a rate of 6 percent, which is below the national average of 10 percent. Four days after the veto, supporters of the proposal failed to override it when the City Council voted in favor of the Mayor's decision. The supporters would have needed at least five votes to override.
Return to the legislature
On January 11, 2016, Glover returned to the state House for a second stint of service, having won outright the position in the primary election held on October 24, 2015. He received 4,136 votes, having topped two Democratic challengers, Fred Moss IV, and Reginald Johnson. In May 2016, Representative Glover failed to push through the House Criminal Justice Committee on a six to nine vote his bill to assist those wrongfully convicted and imprisoned to obtain compensation from the state. The legislation was particularly aimed at providing compensation to the surviving family of the late Glenn Ford of Shreveport, an African-American who spent three decades on death row until it was determined that he did not murder Isadore Rozeman, a Shreveport jeweler. Ford had been denied compensation because the court claimed he was still guilty through the planning of the armed robbery that led to Rozeman's murder in 1983. The Louisiana 2nd Circuit Court of Appeals in Shreveport upheld that decision. Roseman's nephew, Dr. Phillip Rozeman of Shreveport, said the only innocent person in the case was his murdered uncle, claiming that Glenn Ford not only planned the crime but also sold stolen items from the jewelry store after the murder. This allegation is refuted by former prosecutor Marty Stroud, who said, "My mistake cost a man 30 years on death row for a crime he didn't commit. The court said he led the effort to invade the house; there's no evidence of that." Ford died of lung cancer in 2015. Glover said that he will re-introduce his legislation in 2017.