The data values are displayed as they are stored in the file as W/(cm^2*sr) but are just very tiny because the radiance is much lower at night. Additionally the background value (-9999) is much different than the rest of the dynamic range of the data. ENVI is probably treating it as "no data' in the display when it is first imported. If you scale the data by a large value, the background value will also get very large and no longer treated as 'no data' when displayed. This new background value should be masked, and then set to a "data ignore value" in the header. This should allow the data to display appropriately.
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