"Set Sound" breaks audio component

I would like to use a blueprint actor to play different kind of sounds while this actor moves. So the actor has an audio component added. The default audio works like this when calling “Play” on the audio component. But trying to change the audio using the “Set Sound” function on the audio component results in the “Play” call not working anymore.
How does one change the sound to play for the audio component?