Try this result <- summary(prcomp(USArrests)) names(result) M <- result$importance M[2,] The "labels" are the dimnames of the "importance" matrix. They only "show up" when the matrix is printed. If you wish, you can remove them with dimnames(M) <- NULL. -- Bjørn-Helge Mevik