 "In Your Eyes" was released as the second single of the album on 18 February 2002. It received generally positive reviews from music critics and was praised for its house influences. It became the second consecutive single from the album to peak atop the Australian Singles Chart. The song was also commercially successful internationally and peaked in the top ten of charts in countries like Italy, Finland, Switzerland, and the United Kingdom. It was certified gold in Australia for sales of 35,000 units, and silver in the United Kingdom for sales of 200,000 units. An accompanying music video for the song was again directed by Shadforth, and features Minogue performing a dance routine and striking various poses in a colourful neon-lighted room.
