The feeling was a cold, creeping thing, starting in the pit of Liam's stomach and spreading outwards. He was at his part-time job at the campus coffee shop. The aroma of brewing coffee, normally a pleasant smell, now felt sickly sweet. His hands trembled as he poured a latte for a customer.

He fumbled with the milk frother. The clatter of cups, the hiss of the espresso machine, the friendly chatter of his coworkers, all felt jarring, like a discordant symphony. He saw his future, previously a clear and certain path, dissolving into an incomprehensible fog.

He excused himself to the backroom, leaning against the cold metal of the refrigerator. The reality of the situation sunk in, and he let out a choked sound, a desperate sound of grief and confusion.

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