He slammed his locker shut, the metallic clang echoing in the otherwise empty changing room. John, his junior colleague, had the audacity to discuss his new salary loudly, right within earshot of the others. He felt the hot flush of anger crawl up his neck.

He skipped the gym, opting instead to go home early. He sat on his couch, staring at the TV, the images flickering without registering. The thought of dinner with his family felt like a chore.

He couldn't shake the feeling of being trapped, stuck in a rut. He felt a profound sense of injustice, a burning resentment that threatened to consume him. The world had become a bleak, monochrome painting.

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