The values you posted are the quantized output. In the image with your model visualization, notice that the equation for the dequantization is 0.1334 * (q + 128). This means that 128 will be added to the quantized values before being multiplied by 0.1334. Since -128 is the minimum value of an int8, the dequantized values will all be non-negative.