The vibrant tapestry of the farmer's market, usually a source of joy, felt like a gaudy assault on her senses. Sarah wandered through the stalls, her steps slow and hesitant. The fragrant herbs, the plump fruits, the chatter of vendors – everything seemed to amplify the internal quiet.

The exhibit was next week. She had worked day and night to create her showcase. And then, she’d learned someone else had been planning the exact same piece, with seemingly the same brilliance.

She felt a hollowness in her chest, a hollow void where excitement used to be. The colors of the market began to blur, merging into a dull, uniform gray.

Emotion: sad

Cluster: Sadness / Despair
PC1 (Valence): -2.52 Negative
PC2 (Disposition): -1.50

Role in Research

This story is one of 1,000 stories generated for the emotion sad. 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 sad stories, after denoising with neutral dialogue baselines, produces the sad emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the sad vector is projected through the unembedding matrix.

Promoted:
😞0.436
πŸ˜”0.405
S0.384
无法0.341
L0.337
Suppressed:
de-0.749
la-0.614
l-0.471
/-0.350
!-0.322