Electromagnetic radiation emitted by a hot gas of hydrogen atoms cannot be exactly of one frequency due to the Doppler effect caused by the random motion of the atoms. Although all atoms can transition from the same energy level (n=2 to n=1), resulting in a specific frequency related to the energy difference, their movement introduces variations in wavelength. This leads to thermal broadening of the emission line, making it impossible to achieve an exact frequency unless the gas is at absolute zero. Other factors, such as intrinsic uncertainties in energy states, can also contribute to line broadening, reinforcing that achieving an infinitely narrow emission line is not feasible in practical scenarios.