Let C⊂Rn∖{0}\mathcal C\subset\mathbb R^n\setminus\{0\} be open and invariant under positive scaling. A family of nonzero vectors T(x)T(x) has a uniform directional margin in C\mathcal C if

dist⁡ ⁣(T(x)∣T(x)∣,Rn∖C)≥δ>0\operatorname{dist}\!\left(\frac{T(x)}{|T(x)|},\mathbb R^n\setminus\mathcal C\right)\ge\delta>0

for every parameter xx. The condition concerns the , not a lower bound on ∣T(x)∣|T(x)|.

Compactness and vanishing amplitudes

If the normalized direction extends continuously to a compact parameter set with values in C\mathcal C, its distance from the closed complement has a positive minimum. Hence the margin can persist while TT tends to zero at a boundary. A relative perturbation ∣ΔT∣≤ε∣T∣|\Delta T|\le\varepsilon|T|, for sufficiently small ε\varepsilon depending on the margin, keeps the perturbed vector inside the cone. An absolute perturbation bound alone does not give this conclusion near zero.