They are eggs.
http://www.breedersregistry.org/Reprints/FAMA/v17_aug94/scarlet.htm
During fertilization, two Scarlet Cleaner shrimp couple, joining at midsection with one shrimp assuming a position underneath the other, soon after one shrimp molts. Apparently, sperm is passed from the hard...