He stared at the official-looking document, the words swimming before his eyes. The eviction notice was a heavy weight in his hands, pressing down on him. A wave of exhaustion washed over him; he felt as though he could sleep for a week. The vibrant posters he’d put up a month ago to brighten up the place now seemed garish, mocking him with their colorful pronouncements.

He walked mechanically into the kitchen, the familiar clatter of the dishes from last night's meal was a painful reminder of the life he had built here. He poured himself a glass of water, his hand shaking so violently that he spilled a good portion of it. He sat down at the table and buried his face in his hands, unable to stop the shuddering breaths that wracked his body.

"Blast," he muttered, the word a small explosion in the silence.

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