The email notification chimed, and with it, a coldness settled in. The name, Jason Miller, instantly conjured up images of playground bullying. Michael slumped in his chair, the comfort it usually provided now completely gone. His stomach felt as though it was caught in a vice.

He gripped the armrests. He felt the need to get up, to move, to *do* something. He forced himself to sit still. He focused on his breath, trying to slow the racing thoughts that threatened to overwhelm him. He took another breath.

He knew that this was not a normal feeling. He usually enjoyed the simple tasks of his day. But now, all the simple pleasures seemed to have vanished, replaced by a sense of unease that he couldn’t shake. His hands remained tight around the chair.

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