Yes, the op-amp itself has substantial "excess phase" over its useful frequency range. It starts at zero at DC, then increases past the first break point (approximately the gain-bandwidth divided by the DC gain) to approximately 90 deg, and increases further at very high frequencies. The negative feedback in the usual circuit reduces this phase, but does not eliminate it. Your demonstration with different GBW frequencies shows this. At a frequency of, say, GBW/10, the op amp gain’s magnitude is a measly 10, and the loop gain has a weaker effect on the excess phase.