Unfortunately, without the space for massive floor-standing speakers, getting a big bass sound is not easy unless you opt for a subwoofer, a particular type of speaker designed for lower frequencies.
By modern speaker standards they are ridiculously slim. Today’s towers seem to be more about large drivers, and even larger cabinet volumes. That hasn’t always been the case, though.