Hide 'Edit' for non-Admins (post_row_actions)

I'm having trouble getting the 'post_row_actions' hook to work in the Admin / All Posts section of the Dashboard. I want my site admin to only have access to Quick Edit and Preview. I want to remove the 'Edit' link. Could someone help by providing code that will accomplish this?