The kitchen, sparkling new, was unrecognizable. Her breath caught in her throat. This was the place where she'd learned to bake cookies with her grandmother, the place where countless family meals had been shared.

The listing detailed the modern appliances, the granite countertops. The words felt hollow, lacking the genuine feeling of the past. She felt a sudden need to leave the house, the apartment walls pressing in around her.

She rose from the chair, a slow, deliberate movement. She was exhausted, drained. She went to the window, watching the streetlights blur in the distance, a dull ache in her chest.

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