In this paper we propose a framework to handle controlled quantum dynamics, which is represented as a matrix form. The objective of this paper is to derive a corresponding vector form to which many results of the standard control theory can be applied. To this end, we introduce some tools to transform the dynamics. These tools do not only play a fundamental role in the transformation, but also are considered to provide effective calculations for future work including system analysis.