We use Minkowski Functionals to explore the presence of non-Gaussian signatures in simulated cosmic microwave background (CMB) maps. Precisely, we analyse non-Gaussianities produced from angular power spectra emerging a class inflationary models with primordial step-like potential. This are able perform best-fit low-$\ell$ `features', revealed first CMB spectrum by WMAP experiment and then conf...