The elevator doors opened, and Liam found himself facing Mark. His colleague smiled, a broad, friendly expression. The smile, however, did not reach his eyes. Liam's stomach churned. He suddenly remembered the time Mark had found the secret spot where Liam was practicing his guitar.

He mumbled a greeting, his voice tight. He gripped his briefcase, his knuckles white. The elevator ride, normally a minor inconvenience, now felt like an eternity.

Every conversation that he had had with Mark replayed in his head. Would Mark remember the talent show, and Liam's lackluster performance? He was desperate to be anywhere else.

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