The news report played on the television, the image of Elias Thorne, her literary idol, splashed across the screen. Sarah let out a sigh, then promptly switched it off. The screen went dark, but the story remained, etched onto her memory like a brand. Her heart hammered against her ribs, a frantic, uneven rhythm.

She began pacing the small living room, her steps uneven. Her favourite book by Thorne was on her bookshelf, right there, within reach. She stared at it, her lip curling in disgust. How could he?

She then felt a surge of energy and grabbed her keys, rushing out the door. The fresh air hit her face, and still, she felt a burning sensation in her throat. She needed space, needed to think.

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