The idea
The best angle for a photo
You're photographing a long pencil. From the end, it looks like a dot. From the side, you see its whole length. You picked the angle that shows the most spread.
With data that has many columns, PCA (principal component analysis) does the same: it finds new directions that show the most spread, so a few directions can replace many columns.