"You really think it's necessary, Frank?" Mary asked, her voice flat. She stared at the surveyor's stakes, marking out the fence line between their property and the Millers'. Frank just shrugged, his eyes avoiding hers. The sunlight seemed to drain the color from the world.

She felt a hollowness where anticipation had bloomed. The thought of their shared garden, now to be bisected, was unbearable. She had visions of how it would be, all her favorite plants, now on the other side.

The silence between them was a tangible thing, heavy and cold, like the autumn wind. She turned and walked back inside, the click of the door echoing her sense of isolation.

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