Welcome to Android Central! Some stock launchers allow the user to remove the Google search bar widget, but most don't. If nothing happens when you long-press the widget, then you'll have to use a 3rd party launcher as mustang7757 suggested.
Another possibility would be to long-press any empty part of the homescreen, then tap the Home Screen Settings option, and see if there's an option there to hide the Google search bar.