Geneva received her J.D. from the University of Virginia School of Law, where she served as the Managing Editor of the Virginia Journal of Social Policy & the Law. During her time in law school, Geneva worked with the Charlottesville Legal Aid Center in the JustChildren program providing legal representation to children who have unmet needs in the education, foster care, and juvenile justice systems. She earned her Master of Education from The College of New Jersey, where she also earned her B.S. summa cum laude in Elementary Education and English.