The aroma of freshly brewed coffee, usually a comfort, now felt cloying. John sat at the kitchen table, pushing the mug around the surface, the dark liquid untouched. He had lost interest in everything. The days blended together, marked only by the slow, inexorable march of time. He was a spectator in his own existence. He found a locked desk drawer in their shared office, and, driven by a morbid curiosity, he managed to pick the lock. Inside, he found a collection of handwritten chapters. The pages held a story, a dark retelling of their life together. The protagonist, clearly him, was a man consumed by a silent misery, a man who had lost his way.

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