He adjusted his tie for the tenth time in as many minutes, the silk feeling suddenly too tight around his throat. Liam felt a churning in his stomach, a physical manifestation of his apprehension. He’d hoped, truly hoped, that she wouldn't be here. The seating chart, a neat little rectangle of potential disaster, had been a cruel joke.

He spotted her across the room, laughing with a group of people. The sight made his palms damp. He took a long, slow sip of his water, trying to compose himself. Every cell in his body screamed at him to flee, to disappear into the anonymity of the crowd.

His gaze flickered back to her. She looked stunning in a sapphire dress. The memory of their last conversation, a shouting match punctuated by slammed dishes, flooded his mind. He swallowed hard. The wedding band began a new song, and the upbeat tempo suddenly felt like a taunt.

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
πŸŽ‰-0.233
happy-0.231
"-0.228