The Legendre pair problem is a particular case of a rank-1 semidefinite description problem that seeks to find a pair of vectors \((\textbf{u},\textbf{v})\) each of length \(\ell \) such that the vector \((\textbf{u}^{\top },\textbf{v}^{\top })^{\top }\) satisfies the rank-1 semidefinite description. The group \((\mathbb {Z}_\ell \times \mathbb {Z}_\ell )\rtimes \mathbb {Z}^{\times }_\ell \) acts on the solutions satisfying the rank-1 semidefinite description by \( ((i,j),k)(\textbf{u},\textbf{v})=((i,k)\textbf{u},(j,k)\textbf{v}) \) for each \(((i,j),k) \in (\mathbb {Z}_\ell \times \mathbb {Z}_\ell )\rtimes \mathbb {Z}^{\times }_\ell \) . By applying the methods based on representation theory in Bulutoglu [Discrete Optim 45 (2022)], and results in Ingleton [J Lond Math Soc 1(4): 445–460, 1956] and Lam and Leung [J Algebra 224:91–109, 2000], for a given solution \((\textbf{u}^{\top },\textbf{v}^{\top })^{\top }\) satisfying the rank-1 semidefinite description, we show that the dimension of the convex hull of the orbit of \(\textbf{u}\) under the action of \(\mathbb {Z}_{\ell }\) or \(\mathbb {Z}_\ell \rtimes \mathbb {Z}^{\times }_\ell \) is \(\ell -1\) provided that \(\ell =p^n\) or \(\ell =pq^i\) for \(i=1,2\) , any positive integer n, and any two odd primes p, q. Our results lead to the conjecture that this dimension is \(\ell -1\) in both cases. We also show that the dimension of the convex hull of all feasible points of the Legendre pair problem of length \(\ell \) is \(2\ell -2\) provided that it has at least one feasible point.