The retirement party was all anyone in the family could talk about. Thomas found himself shrinking into the background, avoiding conversations about the event. The prospect of public speaking triggered a sense of discomfort he couldn't explain.

He began arriving at work earlier and leaving later, seeking refuge in the familiar routine of his office. He avoided his family, hiding in his room whenever he could.

He developed a nervous habit of biting his nails until they bled. He replayed conversations in his head, agonizing over hypothetical scenarios, anticipating the worst possible outcomes. 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