We search the high-latitude portion of the COBE Differential Microwave
Radiometer (DMR) 4 yr sky maps for evidence of a non-Gaussian tempera
ture distribution in the cosmic microwave background. The genus, three
-point correlation function, and two-point correlation function of tem
perature maxima and minima are all in excellent agreement with the hyp
othesis that the CMB anisotropy on angular scales of 7 degrees or larg
er represents a random-phase Gaussian field. A likelihood comparison o
f the DMR sky maps to a set of random-phase non-Gaussian toy models se
lects the exact Gaussian model as most likely. Monte Carlo simulations
show that the two-point correlation of the peaks and valleys in the m
aps provides the greatest discrimination among the class of models tes
ted.