Where I'm from (London), "tea" is taken in the literal sense...tea. Usually in the evening around 4-5pm and often accompanied by cucumber sandwiches, biscuits, cakes, scones and all that jazz.
Especially if you're in central London, most of the restaurants and hotels have a tea menu for around that time of the day.