It swiftly disappears piece by piece, gobbled up by customers in the know.
Zany Zeus co-owner Meropi Matsis said Johansson was treated like any one of those customers when she walked through the door.
'"She was really low key, really friendly and we just served her like we would our others and then she could just sit down and relax and eat whatever she purchased."
Matsis said she tried the ice cream and the savouries but there was a clear winner.
"As we found out, her favourite was our chocolate cake."
Chocolate cake from Zany Zeus cafe.
Matsis said Johansson would always be with a body guard and would sometimes bring her 3-year-old daughter Rose Dorothy Dauriac with her.
She said it was incredible to get a glowing endorsement from such a well known star.
"We're thrilled, we think it's just wonderful to get feedback like that. We pride ourselves on producing beautiful products.
"Getting the endorsement from Scarlett Johansson is just like the icing on the cake really, isn't it?"