We prove the existence of spatially localized ground states of the dif
fusive Haken model. This model describes a self-organizing network who
se elements are arranged on a d-dimensional lattice with short-range d
iffusive coupling. The network evolves according to a competitive grad
ient dynamics in which the effects of diffusion are counteracted by a
localizing potential that incorporates an additional global coupling t
erm. In the absence of diffusive coupling, the ground states of the sy
stem are strictly localized, i.e. only one lattice site is excited. Fo
r sufficiently small non-zero diffusive coupling alpha, it is shown an
alytically that localized ground states persist in the network with th
e excitations exponentially decaying in space. Numerical results estab
lish that localization occurs for arbitrary values of ct in one dimens
ion but vanishes beyond a critical coupling alpha(c)(d), when d > 1. T
he one-dimensional localized states are interpreted in terms of instan
ton solutions of a continuum version of the model.