On the A320 family we do not have a button but a soft go around is done simply by setting the thrust levers to TOGA then immediately back to climb detent.
The newer models have the soft go around function and the procedure is similar by setting TOGA then quickly back to Flex/MCT detent and it will give you 2000 or 2300’/min depending on the version installed.