Hi Richardm
To do so, if you are using the animator with mecanim, you simply need to uncheck the box "has exit time" in the transition from the animation you want to stop to the animation you want to play.
If "has exit time" is checked, the animator will wait for the current animation to finish before playing the next. Also, check the transition and make it as quick as possible in the graph below "settings"