When I look at the relationship between volatility and price, I see a clear negative correlation as shown in this figure (SPY and VIX prices today looking back 1 year).
The common volatility models (GARCH, Heston, etc.) do not seem to exploit this correlation. I'm sure they exist, but I just haven't found them. Can anyone point me towards models that do?