There will be tea, there will be tea sandwiches, there will be dresses, there will be protruding pinkies.
Yes, you are permitted to speak in a British accent even if you are not British. As a little treat.
Although this is a ladies' high tea, you may bring a significant other if he can fulfill the role of a butler: dressing dapper, pouring tea, and helping to craft tea sandwiches.