The free electrons in the n region that occupy the upper part of the conduction band in terms of their energy can easily diffuse across the junction (they do not have to gain additional energy) and temporarily become free electrons in the lower part of the p-region conduction band.
After crossing the junction, the electrons quickly lose energy and fall into the holes in the p-region valence band as indicated in Figure 1-20(a).