How do I get a speaker with the bass slam of my el cheapo ear buds...?

You know, the ear buds that come free with a Samsung smart phone. Was just listening to Brooks and Dunn’s My Maria over my Galaxy S8 and ear buds, and there is a nice drum track in there and it was nice, deep, slam to it. But if I connect the phone to my stereo system via analog inputs, I don’t get that slam. Do they boost the bass in these ear buds, or is my audio system not delivering the bass as it should?

Oh, and I also connected my phone to my car system via the AUX input and I don't get that kind of bass in the car either.
@mtrot very easy to test this. Add a cheapo EQ like the one from Schiit and emphasize the bass and see if that works for you. I’d guess the speaker system is more neutral and giving you a flatter sound, but you prefer the bass emphasis of the ear buds. I’d just add an EQ, nothing wrong with that.
I read it as yylc giving you his time, offering suggestions and options. Besides, you-
 "have heard some speakers that to some extent replicate the sort of bass attack that I am talking about. Hence my request for suggestions for such speakers."
So what were they? 

Try reversing the polarity of the speaker wires at your speakers and re-listen to the kick drum attack. All to often the recording polarity can change from track to track. Yet another reason to use a sub. Most have a simple polarity switch. 
Speaker placement and room treatment.
@ m-db
Thanks.  Well, that's the problem, i.e., my recollection of having heard such speakers goes back over a long time period, even decades, so I'm not actually sure which speakers they were!  Hence my request for speaker suggestions. 
Thanks for the tip.  The problem is that this is in my family room and the speakers can really only sit just about where they now are, due to furniture and door opening constraints.  As to room treatments, not much of that sort of thing is going to fly on the domestic front.  So, I have to look at the sound that various speakers make in this room, and possibly room correction software.  I just want that attack and bit of slam on the kick drum and other bass transients.

At this point, I'm thinking that speakers with at least 8" woofers may be the place to focus my research and listening on.