The afternoon sun streamed through the office window, illuminating dust motes dancing in the air. John leaned back in his chair, the leather creaking under his weight. He’d gone home early, leaving his computer on. He couldn’t focus. He kept thinking about the junior associate, who had a much higher salary.

He felt a vague sense of nausea. He took a deep breath, trying to calm his racing pulse. The silence of his apartment felt too loud, too encompassing.

He walked over to the kitchen, aimlessly opening the refrigerator. He grabbed a beer. He never drank on weekdays, but today felt different. He needed to escape the feeling that consumed him.

Emotion: disturbed

Cluster: Fear / Anxiety
PC1 (Valence): -2.97 Negative
PC2 (Disposition): -0.60

Role in Research

This story is one of 1,000 stories generated for the emotion disturbed. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 disturbed stories, after denoising with neutral dialogue baselines, produces the disturbed emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the disturbed vector is projected through the unembedding matrix.

Promoted:
S0.318
ness0.309
无法0.300
😞0.297
worse0.284
Suppressed:
de-0.829
la-0.666
a-0.392
B-0.301
"-0.290