Thank you, suzi and Keith.They definitely are not both correct.
You can only use "suppose" here.
The difference is not about likeliness of happening, really.
When I try to tease out the exact difference in my mind I think it is hard to explain. Do you have any other contexts in mind where you might need to choose between these two?