He stared at the email on his screen, the words blurring before his eyes. The hammering next door was a deafening soundtrack to his mounting worries. He ran a hand over his face, feeling the fatigue that had settled deep in his bones. It was a physical ache.

He rubbed his temples. The incessant din was a relentless pressure, a constant reminder of everything he needed to accomplish. His pulse was quick, shallow. He felt like his head was going to explode.

He slammed the laptop shut and stood up abruptly. He had to move, to do something, anything to distract himself. He could not focus, and the lack of focus was making things worse.

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