Taylor Swift may not have been able to make the iHeartMusic Awards on Monday night ... and "Mirrorball" — from her Evermore album — was one of two surprise songs performed that first night.

She wore a long-sleeve black sweater and button-up plaid miniskirt—the most casual takes on the academic-gone-goth style of her latest studio album ... Taylor Swift's previous iHeartRadio Music ...