Zoe Kravitz was spotted with Juno actress Olivia Thirlby on the streets of Manhattan, doing a photoshoot for Annie Leibovitz.

Both girls seemed to be doing their best to fight back against the cold weather in little dresses, fake fur wraps, and teeny little shoes, occasionally huddling together to stay warm.

No official word yet as to what the shoot was for, but with someone like Leibovitz behind the lens, we can anticipate a gorgeous spread in the near future!