Interpreting the new dimensions after PCA
To give meaning to the Axis of the PCA, you can study the scalar product between the two new axes and all your original axes (you have to normalise the vectors before doing that). 

Those axes with a high scalar product will be highly associated the with the new axes and viceversa. This may help you interpret them.