If its the same portlet on multiple tabs, then there will only be one 'default filter' (or last filter used) across all the tabs.
We can quickly "Save As" a portlet to create a copy of it though, so you can easily make multiple copies to use on different tabs.
(not sure if thats true for stock portlets however? might have to manually create a copy)