modern components can be damaged by voltage differentials as low as around 30 volts, and one can bulid up potentials of thousands of volts in seconds...especially on carpeted flooring.
If you're wearing socks then the moisture in the socks from sweat is likely reducing the ESD buildup...but it still can cause problems with very sensitive components.