In 1978, Armstrong was one of four Republicans defeated for newly established seats on the seven-member Shreveport City Council, when the mayor-council government superseded the former city commission format.
The next month, in November 1987, Armstrong made a presentation before the Republican caucus for consideration to be his party's candidate in a special election for Louisiana's 4th congressional district.