To denote an item as Blocked, add a tag named blocked to the work item. If you tag it as Blocked and then remove the tag the same day it will not be shown as Blocked for that day!
Please note that right now we are only looking for a blocked tag but very shortly we’ll be exposing all work item tags as Item Filters so keep an eye out for that update!