"Oh, great," David muttered under his breath. The invitation, with its fancy lettering, landed on the table with a dull thud. His jaw tightened. He felt a sudden, sharp pain in his temples.

He found himself irritable with everyone. He knew he should be happy, but he wasn’t. He had a successful career, a loving family. Yet, the thought of the reunion filled him with a sense of dread.

He started pacing his living room. He felt a need to do something, anything, to distract himself. He opened the refrigerator, stared at the contents, and slammed it shut. He felt trapped.

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