Solved by masoncusack in post #2 
              
              
                Ah. Good old slicing does the trick: 
myTensor = torch.randn(128, 56, 99) #128-dimensional tensor
sliced = myTensor[:, i, j]

Increment i and j and you’re good to go. 
Sometimes you have to type these things out.