Virginia Park is located in the upscale area of South Tampa. An awesome area filled with stately restored historic homes on tree lined streets are as picturesque as they sound. Virginia Park is located in the upscale area of South Tampa. An awesome area filled with stately restored historic homes on tree lined streets are as picturesque as they sound. You can also find modern condos, townhomes, and lofts as an option to single family life in South Tampa. This exclusive area is home to many professional people as well as musicians and artists due to the close proximity to the famous Old Hyde Park Village.