“I Feel You” demonstrates a more rock-oriented sound, using more non-electronic instruments than ever before. For example, Alan Wilder plays drums, and Martin Gore plays the guitar, but with electronic sounds still included, like the synth screeching intro.

On the cover of “I Feel You”, there are four symbols, each representing a member. To tell which member it is, there’s a number on the right-corner of each symbol, which is that band member’s birthdate, or you can match the symbols up with the symbols on the Songs of Faith and Devotion cover, which overlap a picture of that band member. Using the latter, the top left corner is Alan Wilder, the top right corner is Dave Gahan, the bottom left corner is Martin Gore, and the bottom right corner is Andy Fletcher.

The music video for “I Feel You” was directed by Anton Corbijn. The woman in the video was English actress Lysette Anthony. It was a promo-only video that was later released on The Videos 86>98. Prior to its inclusion on The Videos 86>98, the music video for “One Caress” was frequently broadcast on MTV’s Alternative Rock video block 120 Minutes and Sky-1.