The drive to work felt longer than usual. The radio played a cheerful tune, a stark contrast to the oppressive silence in the car. The morning traffic added to the general stress. She had no energy. Her thoughts were racing. She felt empty.

The office was a hive of activity, a whirlwind of nervous energy. Rumors and whispers filled the air. She wanted to retreat, to hide away. She could not bring herself to engage in any activity.

The company was being sold. She stared at the screen, the words blurring. Her world began to shrink. The room spun. She thought she was going to be sick.

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