In recent years, we have witnessed the appearance in the control literature of claims regarding the behavior of the trajectories of closed-loop systems, which are valid only for a specific set of initial conditions (ICs). Being these "trajectory-dependent" claims, a natural question that arises is whether these claims are robust, in some well-defined sense. Regarding Lyapunov stability claims, it is well-known that this property is equivalent to a form of continuity of solutions with respect to the ICs. For linear time-invariant (LTI) systems characterized by transfer matrices, the property of internal stability is widely adopted as a necessary condition to ensure robustness. However, to the best of our knowledge, this question has not been addressed for claims-different from stability-concerning the behavior of trajectories of nonlinear time-varying (NLTV) systems, which is the scenario in the aforementioned claims. The main objective of this note is to propose a framework for the characterization of robustness or fragility (with respect to ICs) of claims of this nature for NLTV systems.