Feature Extraction - calculate slope
There are several ways to do this, here are a couple of options:


Calculate different lag values (difference between now and t time units)
Calculate a linear regression for different time windows and store the slope and the bias
You can also involve higher order models to describe what is happening, if you think for example that the acceleration also matters you could use a 2nd or 3rd degree polynomial over the past couple of observations.