Why does season 1 of shameless feel so much different to the later seasons?

I’m trying really hard to work out the reasoning behind this, don’t get me wrong, I love all the seasons. Infact, season 2 is probably my favourite, but for some reason season 1 feels like a completely different show. The vibe that it’s paired with is something I’ve never felt from a Tv series before!