Coin Sequence

The Problem

You flip a fair coin until the pattern HHT appears. Let $\tau$ be the stopping time (the number of flips needed).

1. What is $\mathbb{E}[\tau ]$?
2. What is $\mathbb{E}[\tau ]$ if the target pattern is HHH instead?
3. Why are the answers different?