From the moment the retirement party was announced, Claire had started experiencing frequent headaches. The speech loomed over her like a dark cloud, casting a shadow over every aspect of her life. She was usually a confident woman, but this was different.

She woke up in the middle of the night, heart pounding, convinced she had forgotten an important detail. During the day, she was distracted and clumsy. She spilled coffee on her blouse twice.

She attempted to write the speech, but the words wouldn't come. Each sentence she began felt wrong, awkward, and inadequate. She felt a growing despair.

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