In this paper, we show the existence of unique Malliavin differentiable solutions to SDE's driven by a fractional Brownian motion with Hurst parameter H < 1 2 and singular, unbounded drift vector fields, for which we also prove a stability result. Further, using the latter results, we propose a stock price model with rough and correlated volatility, which also allows for capturing regime switching effects. Finally, we also derive a Bismut-Elworthy-Li formula with respect to our stock price model for certain classes of vector fields.