Localized surface plasmons can induce optical field enhancement on rough metal surfaces, nanoparticles, or designed nanostructures. The resulting intense localized fields have a multitude of applications including surface enhanced Raman spectroscopy (SERS), chemical sensors, photovoltaics, medicine and photonic circuits. We directly interrogate optical field enhancement on nanoparticles and nanostructures using femtosecond laser pulses and photoemission electron microscopy (PEEM).