A penalty is a fine imposed by the state of California for failing to comply with tax laws, such as filing a tax return on time or paying the tax owed on time. Interest, on the other hand, is the cost of borrowing money, calculated as a percentage of the amount borrowed. In the context of taxes, interest is charged on unpaid taxes and is calculated based on the amount of the tax owed and the length of time it remains unpaid.