As a way of giving this thread a bump, and thanking the previous posters, I encountered this problem in my 2004 GX this week, and was able to get the replacement relay from Autozone for $16. Easy fix, and the second time I've had to do it (once around 100k miles, and now at 217k miles).
Thanks!