He was staring at his new computer screen, a vast expanse of white. The move to the human resources department had felt like a betrayal. John had always preferred the solitary world of the research lab. He had no desire to deal with people.

The friendly greetings from his new colleagues seemed to bounce off him, leaving him untouched. He felt as though he were wading through thick mud. The words on the computer screen swam.

The thought of attending the orientation session later made him want to hide. He longed for the familiar silence, the comforting rhythm of his old work. He felt a deep, overwhelming sense of being lost, of being utterly, completely alone.

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