Electrostatic shielding is an important consideration for large area field emitters (LAFE) and results in a distribution of field enhancement factors even when the constituent emitters are identical. Ideally, the mean and variance together with the nature of the distribution should characterize a LAFE. In practice however, it is generally characterized by an effective field enhancement factor obtained from a linear fit to a Fowler-Nordheim plot of the I-V data. An alternate characterization is proposed here based on the observation that for a dense packing of emitters, shielding is large and LAFE emission occurs largely from the periphery, while well separated emitter tips show a more uniform or 2-dimensional emission. This observation naturally leads to the question of the existence of an emission-dimension, D e for characterizing LAFEs. We show here that the number of patches of size L P in the ON-state (above average emission) scales as N (L P ) ∼ L −De P in a given LAFE. The exponent D e is found to depend on the applied field (or voltage) and approaches D e = 2 asymptotically.