This paper aims to show that a certain moduli space T, which arises from the so-called Dwork family of Calabi-Yau n-folds, carries a special complex Lie algebra containing a copy of sl 2 (C). In order to achieve this goal, we introduce an algebraic group G acting from the right on T and describe its Lie algebra Lie(G). We observe that Lie(G) is isomorphic to a Lie subalgebra of the space of the vector fields on T. In this way, it turns out that Lie(G) and the modular vector field R generate another Lie algebra G, called AMSY-Lie algebra, satisfying dim(G) = dim(T). We find a copy of sl 2 (C) containing R as a Lie subalgebra of G. The proofs are based on an algebraic method calling "Gauss-Manin connection in disguise". Some explicit examples for n = 1, 2, 3, 4 are stated as well.