Here is the 1901 census,did you mean the 1901? Also its West Ham Essex, not Hampshire
address 41 Sarah St
Edward H Goreham, head, age 32 stoker on stationary engine born London Old Ford
Harriet E Goreham, wife, age 27 born London Old Ford
Florence M Goreham, daughter, age 4 born Essex West Ham
Albert E Goreham, son, age 1 born Essex West Ham
RG13/1582
ed 25 folio 13 page 18
Iwill see if I can find Edward on the 1891 census.
Nicky