Аннотация:This paper proposes geometrical mechanisms of renormalization and generation of particle masses. The above mechanisms are considered in the case of a 6-dimensional flat pseudo-Finsler space generated by Finsler 3-spinors over the field of real numbers and are based on dimensional reduction of this space.