As shown in the figure below, the conduction band and valence band in a PN junction is indicated by blue solid line in the left, and quasi Fermi level is indicated by the red dashed line.
When there is no external voltage(bias) applied to a PN junction, the quasi Fermi levels for electron and holes overlap with one another.