Abstract. It has been proposed that a recent outburst of cosmic-ray electrons could account for the excess of GeV-scale gamma rays observed from the region surrounding the Galactic Center. After studying this possibility in some detail, we identify scenarios in which a series of leptonic cosmic-ray outbursts could plausibly generate the observed excess. The morphology of the emission observed outside of ∼ 1 • − 2 • from the Galactic Center can be accommodated with two outbursts, one which took place approximately ∼ 10 6 years ago, and another (injecting only about 10% as much energy as the first) about ∼ 10 5 years ago. The emission observed from the innermost ∼ 1 • − 2 • requires one or more additional recent outbursts and/or a contribution from a centrally concentrated population of unresolved millisecond pulsars. In order to produce a spectrum that is compatible with the measured excess (whose shape is approximately uniform over the region of the excess), the electrons from the older outburst must be injected with significantly greater average energy than those injected more recently, enabling their spectra to be similar after ∼ 10 6 years of energy losses.