In order to bypass the big bang singularity, we develop an emergent universe scenario within a covariant extension of General Relativity known as \emph{"Energy-Momentum Squared Gravity"}. The extra terms model emerge in high energy regime. Considering dynamics Friedmann-Lema\^itre-Robertson-Walker background, critical points, representing stable Einstein static states phase space, result soluti...