are explanatory variables in multiple linear regression slopes?
They are the coefficients.

Suppose you keep the other variable fixed besides $x_1$. How much does increasing a single unit of $x_1$ would affect $y$? According to the formula, it would change by $b_1$. Similarly for the other variables.