Let $\overrightarrow{G}$ be a directed graph of order $n$ with no component of order less than $4$, and let $Γ$ be a finite Abelian group such that $|Γ|\geq n+6$. We show that there exists a mapping $ψ$ from the arc set $E(\overrightarrow{G})$ of $\overrightarrow{G}$ to an Abelian group $Γ$ such that if we define a mapping $\varphi_ψ$ from the vertex set $V(\overrightarrow{G})$ of $\overrightarrow{G}$ to $Γ$ by $$\varphi_ψ(x)=\sum_{y\in N^+(x)}ψ(xy)-\sum_{y\in N^-(x)}ψ(yx),\;\;\;(x\in V(\overrightarrow{G})),$$ then $\varphi_ψ$ is injective. Such a labeling $ψ$ is called \textit{irregular}.