The noise of the cafeteria echoed in Ms. Peterson's ears. She felt a persistent headache and a wave of nausea. The demands of the job were wearing her down. She was exhausted by the constant challenges and the seemingly endless list of responsibilities.

A small, intricately woven basket sat on her desk. Inside was a collection of homemade cookies. The card read, β€œThank you for always being there.” It was from Liam, a student who had struggled with social anxiety.

She breathed deeply, the smell of the cookies a comfort. A small, involuntary smile played on her lips. She picked up a cookie and took a bite. It was a moment of peace.

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