We study the geometry of the stratification induced by an affine hyperplane arrangement H on the quotient of a complex affine space by the action of a group preserving H. We give conditions ensuring normality of strata. As an application, we determine which categorical quotient of closures of Jordan classes and of sheets in a complex simple algebraic group are normal. In the simply connected case, we show that normality of a stratum is equivalent to its smoothness.