I was longing for him ... could not find him

"I had a strong desire to be with him ... loves, but he was not there"

him whom my soul loves

The soul is a metonym for the whole person. Here it makes a stronger statement of the woman's love for the man than "my beloved" (Song of Songs 1:14). (See: rc://en/ta/man/jit/figs-metonymy)