What an interaction term actually changes

You fit $y = b_0 + b_1 x + b_2 z + b_3 (xz) + \varepsilon$, where $x$ is a signal strength and $z$ is market volatility.

Explain what each coefficient means once the interaction $b_3$ is present, and the classic mistake people make interpreting $b_1$.