The thought of the speech triggered a familiar feeling. He hadn't felt this way since he was a child, before a school play. His skin prickled with a cold sweat. He found himself staring at the invitation, the embossed lettering blurring before his eyes.

He spent hours rearranging the furniture in his apartment, seeking a distraction, a way to occupy his racing mind. The hours he spent preparing the speech were fruitless. He crumpled up the paper each time.

He felt a deep resistance to the event. He kept making excuses, hoping, that somehow, the party would be cancelled.

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