The bustling coffee shop was a cacophony of cheerful chatter and the grinding of coffee beans, a stark contrast to the silence that had engulfed her. She picked at the foam on her latte, the milky liquid doing nothing to soothe the tightness in her chest.

She was the creator of the "Honeycomb Crunch," her grandmother’s recipe. Now, a famous chain served it under a different name. She remembered the effort, the careful balance of flavors. The memory made her ache.

She felt a profound disconnect from everything around her. The bright sunlight streaming through the window seemed too intense, the laughter of the customers grating. She just wanted to…disappear.

Emotion: depressed

Cluster: Sadness / Despair
PC1 (Valence): -2.06 Negative
PC2 (Disposition): -1.08

Role in Research

This story is one of 1,000 stories generated for the emotion depressed. 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 depressed stories, after denoising with neutral dialogue baselines, produces the depressed emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the depressed vector is projected through the unembedding matrix.

Promoted:
😞0.417
每天0.353
无法0.330
own0.311
😔0.309
Suppressed:
de-0.492
B-0.393
P-0.352
l-0.310
!-0.307