The vibrant colors of the art gallery seemed muted. Eleanor wandered through the exhibition, the masterpieces offering no solace. The beauty, usually a source of inspiration, did nothing to soothe the dull ache in her soul. She looked, but she couldn't *see*. Everything was covered in fog.

She found herself drawn to a bench in a quiet corner, away from the bustling crowds. She sat, her shoulders slumped, staring at her hands, the tremors in them more pronounced than usual. Suddenly, she felt a presence beside her.

A man, his face etched with a similar weariness, sat down next to her. He was holding a leaflet. "Did you…?" he began, his voice trailing off. She nodded, understanding blooming between them. "The same thing?" she asked, the question hanging in the air. "Yeah," he replied, and let out a small sigh.

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
😔0.405
S0.384
无法0.341
L0.337
Suppressed:
de-0.749
la-0.614
l-0.471
/-0.350
!-0.322