The silence in the pottery studio was almost unbearable. Dust motes danced in the shafts of sunlight, illuminating the empty wheel that Professor Chen had always occupied. Mark ran a hand through his hair, the clay dust clinging to his fingers. He hadn’t expected the sudden departure.

He'd spent hours in this room, learning the craft, sharing jokes, and confiding in the woman. Now, the kiln felt cold and lifeless. He felt a profound sense of loss, a sort of sinking feeling in the pit of his stomach. His hands trembled as he reached for a lump of clay. He couldn't bring himself to start the wheel.

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