Answer:
Yes
Step-by-step explanation:
The z-score corresponding to a number or score can be calculated using:
[tex]z = \frac{x - \mu}{ \sigma} [/tex]
Where x stands for the individual scores, and
[tex] \mu[/tex]
stands for the mean.
Since
[tex]x \: \: < \: \mu[/tex]
for all numbers or scores below the mean, the difference will always be negative these values below the mean.
This will always result in a negative z-score for all numbers below the mean.