Interest expense would be classified on a multiple-step income statement under the heading

Non-Operating Expenses

Explanation:

The multiple-step income statement reports separately Incomes derived from Primary Activities of the Company commonly known as Operating Income and Incomes derived from Secondary activities of the Company known as Non-Operating Income.

Interest expense is part of secondary activities of the company and thus classified under Non-Operating Expenses.