Hello Ming,soil moisture and soil temperature are derived from the large scale foricng data, i.e., the data you ungrib.
If you have finished running WPS, then these two variables should be included in met_em files. After running REAL, they are also shown in wrfinput file.
You can always modify wrfinput to replace the original soil data by your own data.