The silence of the library was almost unbearable, a stark contrast to the chaos swirling in his mind. He’d been up all night studying, the information refusing to stick, and his scholarship application was due tomorrow. His fingers ran across his forehead in a slow motion, an attempt to sooth the throbbing headache. The air felt thin, his breath shallow.

A woman cautiously approached him, her face pale. "James?" she inquired quietly.

He looked up, his eyes burning with a mixture of exhaustion and frustration. "Yes," he replied, his voice hoarse.

"I'm… Olivia. I was supposed to go stargazing with… Mark?" Mark, the man who’d promised him a job reference, the man who seemed to have vanished.

Emotion: stressed

Cluster: Fear / Anxiety
PC1 (Valence): -1.37 Negative
PC2 (Disposition): -0.53

Role in Research

This story is one of 1,000 stories generated for the emotion stressed. 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 stressed stories, after denoising with neutral dialogue baselines, produces the stressed emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the stressed vector is projected through the unembedding matrix.

Promoted:
😩0.266
😫0.256
😰0.239
😖0.237
😞0.236
Suppressed:
B-0.200
happy-0.197
enjoy-0.176
enjoying-0.172
bahagia-0.169