Accounting for an inhomogeneous magnetic field and finite Larmor radius effects, a set of nonlinear mode coupling equations is derived for finite amplitude drift waves in plasmas. It is shown that the present nonlinear equations admit localized dipole vortices. Conditions for the existence of these vortices are given.