Given \((X,\omega )\) compact Kähler manifold and \(\psi \in \mathcal {M}^{+}\subset PSH(X,\omega )\) a model type envelope with non-zero mass, i.e. a fixed potential determining a singularity type such that \(\int _{X}(\omega +dd^{c}\psi )^{n}>0\), we prove that the \(\psi -\)relative finite energy class \(\mathcal {E}^{1}(X,\omega ,\psi )\) becomes a complete metric space if endowed with a distance d which generalizes the well-known \(d_{1}\) distance on the space of Kähler potentials. Moreover, for \(\mathcal {A}\subset \mathcal {M}^{+}\) totally ordered, we equip the set \(X_{\mathcal {A}}:=\bigsqcup _{\psi \in \overline{\mathcal {A}}}\mathcal {E}^{1}(X,\omega ,\psi )\) with a natural distance \(d_{\mathcal {A}}\) which coincides with d on \(\mathcal {E}^{1}(X,\omega ,\psi )\) for any \(\psi \in \overline{\mathcal {A}}\). We show that \(\big (X_{\mathcal {A}},d_{\mathcal {A}}\big )\) is a complete metric space. As a consequence, assuming \(\psi _{k}\searrow \psi \) and \(\psi _{k},\psi \in \mathcal {M}^{+}\), we also prove that \(\big (\mathcal {E}^{1}(X,\omega ,\psi _{k}),d\big )\) converges in a Gromov-Hausdorff sense to \(\big (\mathcal {E}^{1}(X,\omega ,\psi ),d\big )\) and that there exists a direct system \(\Big \langle \big (\mathcal {E}^{1}(X,\omega ,\psi _{k}),d\big ),P_{k,j}\Big \rangle \) in the category of metric spaces whose direct limit is dense into \(\big (\mathcal {E}^{1}(X,\omega ,\psi ),d\big )\).