Negative Interest Rates

A number of countries in Europe have been charging depositors to keep their money in a bank account i.e. negative interest rates. Japan too has recently followed in a bid to reinvigorate the economy. Is this an admission of failure with all other options exhausted? Is this a sign of desperation? Will it lead to distorted financial markets?