We demonstrate that selected, commonly used continuum models of active matter exhibit nongeneric behavior: each model supports asymmetric but stationary localized states even when the gradient structure of the model is broken by activity. As a result such states only begin to drift following a drift-transcritical bifurcation as the activity increases. We explain the origin of this nongeneric behavior, elucidate the model structure responsible for it, and identify the types of additional terms that render the model generic, i.e. with asymmetric states that appear via drift-pitchfork bifurcations and are at rest at most at isolated values of the activity parameter. We give detailed illustrations of our results using numerical continuation of spatially localized structures in both generic and nongeneric cases.