The linear representation T∗n(K) of a point set K in a hyperplane of PG(n+1,q) is a point-line geometry embedded in this projective space. In this paper, we will determine the isomorphisms between two linear representations T∗n(K) and T∗n(K′), under a few conditions on K and K′. First, we prove that an isomorphism between T∗n(K) and T∗n(K′) is induced by an isomorphism between the two linear representations T∗n(K) and T∗n(K′) of their closures K and K′. This allows us to focus on the automorphism group of a linear representation T∗n(S) of a subgeometry S≅PG(n,q) embedded in a hyperplane of the projective space PG(n+1,qt). To this end we introduce a geometry X(n,t,q) and determine its automorphism group. The geometry X(n,t,q) is a straightforward generalization of Hn+2q which is known to be isomorphic to the linear representation of a Baer subgeometry. By providing an elegant algebraic description of X(n,t,q) as a coset geometry we extend this result and prove that X(n,t,q) and T∗n(S) are isomorphic. Finally, we compare the full automorphism group of T∗n(S) with the “natural” group of automorphisms that is induced by the collineation group of its ambient space