The explosion was blocks away, but we were all shaken by the force of it.

shaken 是动词 shake 的过去分词形式，shake 的基本意思是"摇动、震动"。在这里 shaken 表示"被震撼、受到强烈影响"的心理状态，形容人被爆炸的威力所震惊。