Frustrated cat? The facial expression is perfect for a frustrated cat showing anger. But we know how a feline’s facial expression can mislead us. Often it is due to the cat’s anatomy e.g. Grumpy Cat. I am yet to be completely convinced that domestic cats can feel the emotion of frustration. I think they find a way around it by substituting what frustrates them with something else.