His hands showed obvious shakiness before the interview, revealing his nervousness.

shakiness 是形容词 shaky（颤抖的、摇晃的）加上名词后缀 -ness 构成的名词形式，表示“颤抖的状态”或“不稳定的特性”。在句中指手部明显发抖的现象。