He sat on the porch swing, the rhythmic creak a hollow counterpoint to the buzzing of cicadas. The argument with Michael, about the inheritance, still festered like an open wound. Michael claimed he had misread the will, that he had been the one who failed to properly account for the funds.

He reached for a glass of lemonade but found he couldn't drink it. He couldn't shake the sensation of being utterly alone. The setting sun cast long, elongated shadows across the lawn, making the surrounding forest seem even more impenetrable. The memories were a weight in his stomach, a slow poison.

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