Just go in there, get on a bike & start to complain loudly about the weather at Tour de France this year.
Seriously, I think people are too wrapped up in themselves to notice newbies. Other than a couple of regular people, I couldn't tell you who comes & goes in the morning spin classes. During the class, I'm too busy listening to the committee inside of my head to notice other people.