“Another promotion!” Mark’s colleagues cheered when he was told of his transfer, as he was moved to the Sales team. He plastered on a smile, but inside, a different story unfolded. His hands were clammy. He’d always preferred the quiet rhythm of the research lab.

He had never sold anything in his life. The thought of cold-calling, of presenting, of any interpersonal activity left a sour taste in his mouth. He looked at his reflection in the water cooler and looked pale. His future suddenly looked uncertain.

He’d spent the rest of the day meticulously cleaning his desk, the familiar routine a futile attempt to regain some control. He tried to focus on each task, but his mind kept drifting back to the upcoming training.

Emotion: worried

Cluster: Fear / Anxiety
PC1 (Valence): -2.02 Negative
PC2 (Disposition): -0.43

Role in Research

This story is one of 1,000 stories generated for the emotion worried. 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 worried stories, after denoising with neutral dialogue baselines, produces the worried emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

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

Promoted:
worse0.285
S0.279
😰0.277
😣0.269
Worse0.250
Suppressed:
la-0.476
de-0.432
🎉-0.233
happy-0.231
"-0.228