He woke up with a feeling of dread. It was a familiar, unwelcome guest, settling in his chest. His morning routine felt robotic, a series of movements performed without feeling. The breakfast tasted like cardboard. He could not find any satisfaction in his favorite morning beverage.

He tried to keep to himself at work, but the atmosphere was impossible to ignore. A strange sense of anxiety permeated the air. He heard hushed conversations, furtive glances. He began to feel the heavy weight of the building around him.

The official email notification was the final nail. The company was going to be sold. He felt the air leave his lungs, a slow, aching deflation. He felt himself shrinking, becoming invisible.

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