@sdetweil thanks for the advice.
After some more trial and error it made me figure out I had to add these two to fix it.
.region.bottom.bar .container {
margin-top: 0;
}
.region.bottom.bar .module {
margin-top: 0;
}
Guess it was the container one that I was missing and had to use together with the module definition to get it working.