The hammering echoed across the yard, a jarring percussion to the silent symphony of her existence. She stared at the fence as it was built, one board at a time, each new addition a fresh insult.

She hadn't realized the emptiness of her own existence until this moment. She hugged herself, her body shaking from an invisible cold. The laughter and chatter of the workers felt distant, and foreign.

The world seemed to have lost its color, washed in a dull gray. She wanted to scream, but no sound would come.

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