The vibrant city skyline, visible from his office window, offered no comfort. Liam stared at it, the glittering lights failing to pierce the grey fog in his mind. He found no solace in the views. He was numb. His coffee cup sat empty, the caffeine's energizing effect long gone.

He overheard snippets of conversation, vague rumors circulating around the office. He could not seem to focus and complete his work. He felt like he was walking through thick mud. He could feel the eyes of those around him, a general atmosphere of uncertainty.

The truth, when it arrived, was a blow. Sold. He felt his head swim. The walls of his cubicle seemed to close in, the air becoming thick and difficult to breathe. He felt nothing.

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