Floyd was born in November 1897. Floyd's father was Stuart Seay and his mother was Susannah ?. His paternal grandparents were Joseph C. Seay and Jennie C. ?. He had two brothers and three sisters, named William, Ozzie L., Lula, Nettie M. and Mary. He was the second youngest of the six children. He had a half-brother named Ira.