Our guild also has an official greeter at the front door. The President always asks for guests and new members to introduce themselves, and we have ladies who are self-appointed "greeters" and make it a point to talk to the new people.
Don't be shy...visit one of the project tables and start a conversation by introducing yourself as a visitor. I am sure they will make you feel welcome.