Hi Amy,
That move, as she does it in ME, will hit multiple groups: shoulders and upper back, mostly. She puts it in with her back work there, I believe? With some rows? Anyhow, I also find that I don't feel it much. A heavier weight load might make a difference, but you want to be careful that it doesn't compromise your form on the rows.
Sandra