Arrays of interacting identical neurons can develop coherent firing pa
tterns, such as moving stripes that have been suggested as possible ex
planations of hallucinatory phenomena. Other known formations include
rotating spirals and expanding concentric rings. We obtain all of them
using a novel two-variable description of integrate-and-fire neurons
that allows for a continuum formulation of neural fields. One of these
variables distinguishes between the two different states of refractor
iness and depolarization and acquires topological meaning when it is t
urned into a field. Hence, it leads to a topologic characterization of
the ensuing solitary waves, or excitons. They are limited to pointlik
e excitations on a line and linear excitations, including all the exam
ples noted above, on a two-dimensional surface. A moving patch of firi
ng activity is not an allowed solitary wave on our neural surface. Onl
y the presence of strong inhomogeneity that destroys the neural field
continuity allows for the appearance of patchy incoherent firing patte
rns driven by excitatory interactions.