Key aspects of the tropospheric circulation equilibrate substantially faster to increasing greenhouse gases than tropospheric temperatures. One interesting example is the poleward shift of the Hadley cell edge and storm track in the SH. The SH Hadley cell edge and storm track shift poleward on the timescale of the increasing global-mean surface temperature during austral summer and fall (as would be expected), but on a much faster timescale during austral winter and spring (which is quite unexpected). This behavior is pervasive across almost all CMIP5 models. To understand this seasonality, we partition the circulation response into the components associated with the direct radiative effects of CO2 and rising sea surface temperatures (SSTs). The direct radiative effects of CO2 enhance the meridional temperature gradient in the upper troposphere-lower stratosphere (UTLS) during all seasons via the cooling of the polar lower stratosphere. In contrast, rising SSTs only substantially enhance the UTLS meridional temperature gradient during summer and fall months. Consequently, the direct radiative effects of the CO2 forcing have a greater influence on the SH circulation response during winter and spring months, contributing to its faster timescale.