The effect of electrical stimulation on neurons depends on the spatiotemporal properties of the applied electric field as well as on the biophysical properties of the neural tissue, which includes geometric and electrical characteristics of the cells, and the neural circuit dynamics. In this work, we characterize the effect of electric field direction on neural response in cortical layers. This can, for instance, enable more efficient (e.g., with reduced currents) and/or more selective stimulation. We stimulated mice brain slices using a recently developed brain slice platform to study transcranial currents in an ex-vivo model, where electrodes are separated from the brain slice to inject electric fields at a distance. By rotating the electrode array with respect to the slice, we changed the direction of electric field with respect to the cortical column. Our results demonstrate that in somatosensory cortex, the maximum local field potential (LFP) response is attained when the electric field is oriented parallel to the cortical column. For the same field intensity, when the field is oriented perpendicular to the cortical column, the LFP response is absent. This confirms that electric field direction is an important quantity to determine the effect of neuronal stimulation.