The sentence "On the other hand, the degree of 'dislike' goes in the reverse order" is understandable but could be phrased more clearly. Here's a refined version:
“On the other hand, the level of 'dislike' increases in the opposite direction.”
Alternatively, for even greater clarity:
“On the other hand, the intensity of 'dislike' is ranked in reverse order.”
This keeps the meaning intact while making the phrasing smoother and easier to understand.