When high-energy electrons collide with a metal target, they decelerate rapidly, causing them to lose energy in the form of electromagnetic radiation. The energy lost is emitted as X-rays, a type of electromagnetic radiation with wavelengths shorter than ultraviolet radiation. This process is the principle behind the generation of X-rays in X-ray tubes.
Thus, the correct answer is \( \boxed{\text{X-rays}} \).