Help for styling

I’m wearing the Briony dress this upcoming weekend as a wedding guest for a formal wedding that my husband is a groomsmen in!
I was counting on it being nice weather-it’s not going to be. 50s and rainy.
I was going to wear little brown kitten heels, hair half up.
What can I wear to keep me warm that won’t take down the formality?