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.