The ringing in Sarah's ears was almost constant. She stared at the computer screen, the words of her report swimming. The interview had been last week. She felt a cold dread as she considered the possibility of defeat. Her rival, Michael, was everyone's friend.

She chewed on her lip, a nervous habit she'd thought she'd conquered years ago. The air conditioning blasted, but she was drenched in a cold sweat. The meeting room across the hall felt like a battlefield.

β€œSarah, can you check on the Johnson account?” her boss asked, his voice sharp. She jumped, the sharp noise startling her.

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
πŸ˜–0.237
😞0.236
Suppressed:
B-0.200
happy-0.197
enjoy-0.176
enjoying-0.172
bahagia-0.169