“Saturation”, as I have pointed out here before, means “mixing with white light”. The higher you expose, the lower your saturation.
So a “normal” exposure of a phone box against an ochre yellow wall may look like this:
Fine. I guess.
Now do it again, but underexpose by a stop, and see how that brings out the colour: