The TL783 from TI is adjustable from 1.125V to 125V and would be ideal. However, there is no equivalent for negative voltages. You will have to live with an unregulated supply or roll your ow regulated supply with discrete components.
As for what happens if the output stage voltage exceeds the chip voltage, my guess would be that the magic smoke (that can only come out and never go back in) will appear...