This is a simplification. I can be angry--that's a strong feeling. But that doesn't mean I've felt the Spirit speak to me. Feelings are certainly a part of it though.
I'll be the first to admit that I haven't found a perfect simple description for the experience. Similar to asking someone to describe what "salt" tastes like--it's not the easiest thing to do. But there are common themes that you tend to hear. The Church has a lot of articles on it--here's one in case anyone's interested: https://www.churchofjesuschrist.org/study/manual/gospel-topi...