I prefer "That's really interesting; what's a day in your life like?" People love talking about this because people spend most of their lives working, so most of their life is work.
I find this to be a good approach too, unless they're in the midst of a PhD program, then they have zero interest in talking about their day cause their dissertation is all-consuming.
Actually most people working on their dissertation love talking about it since that dissertation is practically their entire life. I try to get them to speak in their language and try to understand their world better: how they approached their research, what mistakes they encountered, how they learned from them.
I moved to a city a few years back where it was like every single person I met was a PhD student and none wanted to talk about what they did (some I wouldn't be able to understand anyways, such as astrophysicists, but others I could, if they'd have wanted to talk about it). They'd all mention the general topic, but that's about it. It was quite weird because I happen to share your view and wanted to know more.