Will you walk away or intervene if you see someone getting bullied?

I always say something. It jumps out of me before I can even think about it. It bothers me on deep levels.
One time I embarrassed myself at Walmart. I thought one employee that was management was bullying a lower level employee and I said something. Their response was “ma’am, we are only joking around”.
I was so embarrassed.