This is similar to Where is the Docker daemon log?. But more for Docker Desktop for Mac.
Where can I find the daemon log for Docker Desktop for Mac?
Found the answer at:
https://docs.docker.com/docker-for-mac/troubleshoot/#/checking-the-logs
In short, the logs can be found using
syslog -k Sender Docker
or using the inbuilt Mac Console.