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They are points along the $x$-axis, to the right and to the left of the mean $\mu$ (the $x$-value directly below the peak of the bell):
You want to be able to draw this picture. This beautiful drawing makes your work better, and your intuition better. The $z$-score (standardized score) just tells you the number of standard deviations from the mean -- so it tells you how many "$\sigma$-steps" you are from $\mu$.
(So the roll of a die isn't really quantitative -- the average (3.5) is not a possible roll of the die.)
Under "Select data source", choose "WWW address", and make sure to set the delimiter to "comma" (because this is a "csv" (comma-separated values) file.
(This video features the normal curve, at minute 2:25. "It is the supreme law of unreason.")