He sat on the park bench, the cold seeping into his bones, even through his heavy coat. The world seemed to be moving at a frenetic pace, a speed he couldn't match. He found himself staring at the ducks in the pond, wishing he could swap places with them. A text from Carol, a friend from college, asking if he could give her a ride home from her "high-profile" new job. He should probably get on with it.

He drove to where she asked him to pick her up. She was sitting outside. Carol, ever the picture of sophistication, told him about the challenges of her new role at "Elite Communications." She spoke of the important clients she met, the pressures, the glamour.

As they drove, she received a call and answered, putting it on speakerphone. It was a person asking about the charity drive for the weekend. The phone call seemed to confirm what the logo on the side of her car suggested: "Local Food Bank".

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