In Hebrew, name Jemma means – Diminutive of Jemima: Dove. Little dove. In the Old Testament, Jemima was one of the three beautiful daughters of Job (the other two were Keziah and Keren).. Other origins for name Jemma include – Hebrew, English, Italian, English. Name Jemma is most often used as a girl name or female name.