There is probably not a linear relationship between the two

There is probably not a linear relationship between the two variables.

There is a weak positive linear relationship between the two variables.

The linear relationship between the variables cannot be determined.

There is probably a negative relationship between the two variables.

Solution

from table here: http://www.gifted.uconn.edu/siegle/research/correlation/corrchrt.htm

look at df = n-2 = 10 and alpha = 0.05, and get critical values of +-0.576, and since our r is less than negative critical value, this is significant.

There is probably a negative relationship between the two variables.