With inflatables, the stability all depends on which one you buy, just like with any of the hardshell kayaks.
I did exactly what you are thinking, purchased an inflatable kayak for the portability. Aire Tomcat tandem, made for white water, is very stable and very tough. I've had it for 20 years...