The clinking of glasses and the murmur of conversation seemed to amplify the internal storm brewing inside him. John felt a cold sweat prickle his skin. He desperately wanted to be anywhere else. The prospect of seeing her, of having to interact, felt like a physical weight on his shoulders.

He tried to engage in lighthearted banter with the people around him, but his words felt forced, his smile brittle. Every glance toward the dance floor, every burst of laughter, heightened his tension. His stomach churned.

He excused himself, heading towards the men's room. He splashed cold water on his face, staring at his reflection. His face was pale. He felt trapped. The wedding, once a celebration, felt like a sentence.

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