When a stock that has risen in the past continues to rise, we call it momentum. Momentum is a bit of a problem for the Efficient Market Hypothesis because it implies a profitable trading rule - "buy recent winners".
Recent academic studies have found support for momentum effects even after controlling for risk, data mining biases and trading costs. The Economist has a really nice article on the current state of what we know about momentum. Well worth a read.