By labelling the axes longitude and latitude ;) Or you could show the mean first...

im3w1l on Feb 13, 2015 | parent | context | favorite | on: Principal component analysis explained visually

By labelling the axes longitude and latitude ;) Or you could show the mean first and explain that the mean describes which foodstuffs are popular, and PC1 / PC2 refers to deviations from that mean.