Anomalous nematic states, recently discovered in ultraclean two-dimensional electron gas, emerge from quantum Hall stripe phases upon further cooling. These states are hallmarked by a local minimum (maximum) in the hard (easy) longitudinal resistance and by an incipient plateau in the Hall resistance in nearly half-filled Landau levels. Here, we demonstrate that a modest in-plane magnetic field, applied either along $\ensuremath{\langle}110\ensuremath{\rangle}$ or $\ensuremath{\langle}1\overline{1}0\ensuremath{\rangle}$ crystal axis of GaAs, destroys anomalous nematic states and restores quantum Hall stripe phases aligned along their native $\ensuremath{\langle}110\ensuremath{\rangle}$ direction. These findings confirm that anomalous nematic states are distinct from other ground states and will assist future theories to identify their origin.