This paper investigates the algebraic behavior of the generalized Pythagorean relation for integer exponents greater than two, where the base values belong to a primitive Pythagorean triple. While the classical identity at exponent two represents a perfect geometric and numerical balance, the behavioral dynamics of this relation at higher-order powers remain less explored pedagogically. By defining a ratio function, we analyze the scaling behavior of the hypotenuse term against the corresponding sum of the legs. Through rigorous inequality and analysis, we demonstrate that this sequence is strictly increasing for all exponents greater than or equal to two. This behavior confirms an escalating numerical instability wherein the dominant hypotenuse term exponentially outpaces the growth rate of the base powers. A numerical illustration utilizing the primitive triple (three, four, five) is provided to visualize the acceleration of this divergence. Ultimately, our findings contextualize the unique mathematical stability of the traditional Pythagorean theorem as an isolated state of structural balance. This structural analysis provides an accessible entry point for understanding non-linear exponential systems within classical number theory frameworks, demonstrating the immediate onset of functional divergence once the base equilibrium is disrupted. Furthermore, by evaluating the continuous limits of this system, we illustrate how elementary calculus and analytical bounds can be applied to illuminate behavior typically reserved for advanced modular forms. This unified approach offers students a robust pedagogical framework for transitioning from static geometric constraints to dynamic algebraic functions.