Anyone has experience in turning down a job after you signed the

Can anyone share his/her experience on turning down a job after you signed
the offer letter? For example, how to break the news to the company and how
the company reacts. Of course, it depends on the specific company. Just
want to get a sense. It is a small company. Thank you.