The vibrant colors of the unauthorized exhibition felt like a cruel joke to Amelia. Her abstract landscapes, meant to express a quiet contemplation of nature, were now plastered across a bustling public square, without her knowledge or permission. She stood, frozen, at the edge of the crowd, the noise of the city washing over her like a tidal wave.

She felt a sharp pain in her temples, a dull throb that worsened with each passing minute. The bustling square seemed to amplify the feeling of isolation. She clutched her worn purse, her knuckles white.

She longed for the peace of her studio, the quiet hum of her brushes, the sanctuary of her own creative space. The artwork, now on display, felt like a public stripping.

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