Hi,
The size of each row in 31*16 matrix would be 1*16, which is a row vector. But to multiply with 1116*16 matrix, the compatible size should 16*1 (column vector). As 1*16 can't be multiplied with 1116*16, it is transposing to column vector and the output will be of size 1116*1.