Ouch, Google will definitely notice. But if you already took a big hit on traffic then this probably would be a wise choice. What i would check before is how much traffic is going to the pages that you've deleted so you know upfront what kind of traffic you could lose again by removing these pages.
With luck though the pages that will remain in place will have more authority as they get better links from across the domain.