"Most similar" days tended to be associated with squall lines.
Key factors were likely moderate instability and moderately strong (30 kt) westerly shear concentrated in the lowest 3 km.
More instability would likely have produced a stronger system (like June 6, 2005).
Less shear would likely have produced less organized convection.