SHE potential is at any temperature by the definition 0.000 V.
I am not sure what you mean by " reference hydrogen electrode " - reversible hydrogen electrode?.
Er(RHE) = -0.0591pH at 25oC. So at pH 1, potential is -0.0591 V vs SHE. at pH = 10, Er(RHE) = -0.591 V vs SHE. So at pH = 10 Er(RHE) = -0.591 V vs SHE, is 0.591 vs RHE, not SHE.