わけではない — how is this different from just plain ない?

彼が嫌いなわけではない vs 彼が嫌いではない. Feels like the わけ version is softer, like 'it's not that I hate him' rather than a flat 'I don't hate him'. Am I reading that right?
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沐學 Mizuru