Japan uses employer subsidy to break even. It a below the line tax in the same way health insurance is in the US.
Many companies in Tokyo prevent their employees from commuting by car (legally commute is covered by workers comp insurance, and many companies do not elect the more expensive car coverage option) - so even in the absence of workers paying for the commute, public transit (or bike/walk) would be the only realistic option.