@MartinJaffer-MSFT ...yes you got a right understanding. I spoke to the Admin of the Azure account who setup the blob storage and they mentioned that all the SAS account access is same for all directories in Storage container.
a support ticket would be great, but the only problem is my work is on work machine and I won't be able to share the screen from there. Please let me know how we can proceed