"Another day, another dollar," she muttered to the empty office. The words felt hollow, a mantra devoid of any real meaning. The fluorescent lights overhead seemed to buzz louder than usual, amplifying the persistent ache behind her eyes. Her desk was covered in paperwork she hadn't touched in days.

She noticed the tension in the office. People huddled in small groups, whispering. The usual cheerful banter was replaced by a hushed, nervous energy. She felt detached, a silent observer in a play she wasn't cast in. She felt it, the impending doom.

The email landed with a thud in her inbox. The subject line was chilling. When she read it, it felt like the floor beneath her had shifted. Sold. The words blurred into a meaningless jumble, and the walls of her cubicle seemed to close in.

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