We present a calculation of the Mellin moments of the nucleon transverse quark spin densities extracted from the unpolarized and transversity generalized form factors. We use three 𝑁 𝐹 = 2 + 1 + 1 ensembles of twisted mass fermions with quark masses tuned to their physical values and lattice spacings 𝑎 ∼ 0.08 fm, 𝑎 ∼ 0.07 fm and 𝑎 ∼ 0.06 fm and extrapolate the form factors to the continuum limit. Besides isovector densities we also include results for the tensor charge for each quark flavor using the ensemble with 𝑎 ∼ 0.08 fm for which we include the disconnected contributions.