There is no rule of thumb on the required sample size to conduct a PCA. The high sample offers lots of advantages. However, you may conduct your analysis on the sample you have and see if the results make sense.
Thank you for your answer. The results make sense to me, but I am wondering what the absolute minimum sample size would be, so that my rating scale is valid. Thanks!