The rumble of the concrete mixer was the soundtrack to her morning. She sat curled on her sofa, the afghan pulled tight around her. A chill that had nothing to do with the thermostat settled in her bones. Each new noise, each bang, each whir, was another nail hammered into the coffin of her former self.

She’d started making a list of things to do, but it had remained untouched on the coffee table. The words blurred before her, and the effort of doing anything seemed too immense. She hadn't even opened the blinds yet; she preferred the dimness. It suited her mood.

The hammering stopped momentarily, and an unnatural silence descended. She held her breath, waiting for the inevitable resumption. She wanted the noise to stop. Her heart ached in her chest, a dull, persistent pressure.

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