Sampson was born in 1746. Sampson's father was Joseph Daniel and his mother was Mary. His paternal grandparents are William Daniel and Esther. He had three brothers and two sisters, named Joseph, John, Burslem, Barbara and Hannah. He is the third youngest of the six children.