This chapter examines the intricate relationship between gerrymandering and political representation, particularly focusing on its effects within the Republican Party. It highlights the 2017 Geometry of Redistricting Conference, where mathematicians and political scientists gathered to address the ramifications of advanced redistricting techniques. The discussion underscores the importance of geometric principles in understanding democracy and fair representation.