"This isn't good," muttered Ben, staring at the company logo on his monitor. The words of the announcement swam. He felt as though a rug had been pulled out from under him. He had been here for eight years, built a career, a life.

He abruptly stood up and paced his small office, the familiar confines suddenly feeling alien. The walls seemed to be closing in. He felt the need to do something, anything, to regain a sense of control.

He grabbed his keys and wallet, the mundane weight of them offering a small degree of comfort. He needed to get out, to walk, to clear his head. He had to think.

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