He stared at the spreadsheet, his eyes burning. The presentation was tomorrow, and he was nowhere near ready. He had pulled an all-nighter. He felt the pressure closing in. The roses arrived just as the sun started to rise. A dozen perfect, red roses.

He scanned the bouquet for a card, his mouth dry. Nothing. He tossed the flowers aside, the stems hitting the floor with a dull thud. He couldn’t afford to be distracted. He had a job to do.

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