Using time-dependent orbital-free density functional theory, we performed large-scale quantummechanical simulations to examine localized surface plasmon resonances in sodium nanorods. The dependence of the optical absorption wavelength, spectral width, and field enhancement on the dimensions of the nanorods, including the diameter, length, and aspect ratio as well as polarization direction, is examined for both longitudinal and tranverse plasmonic resonances. The longitudinal resonance is characterized by a dipolar charge oscillation with negligible charge spill-out from the surface, and its spectral wavelength is linearly related to the aspect ratio. The spectral width is found to be dependent on both the nanorod size and the aspect ratio, in contrast with previous classical results. The spectrum of the transverse plasmons is much wider than that of the longitudinal plasmons owing to the presence of multipolar oscillations and a strong electron spill-out effect. No linear relationship between the spectral wavelength and the aspect ratio is observed for the tranverse plasmons in which the electron spill-out effect is enhanced as the aspect ratio increases.