How were you able to collect unemployment if you decided to leave to try to get a business started?
You have to do a short business course—From memory it was one hour a week for 10 weeks or something like that—and then you can collect unemployment while working on your startup for I think a year.
The bar to get in is pretty low. I'm sure that a lot of my class/group were intentionally unemployed and just looking for an easier alternative to pretending to look for work, and they didn't get kicked out. That said the metrics they were tracking to make sure you were progressing were more regular small business focused rather than trying to create the next Google focused. Revenue, customers, etc. That fit what I was doing but might not for you the reader.