Which dynasty do many Chinese people still identify strongly with today?

I think that the best answer here is the Han Dynasty.

This can be best seen in how the majority of Chinese identify themselves today: as Han Chinese, after the name of the Dynasty. This Dynasty was also known as the Golden time of China. It ruled between third centuries BCE and AD.