The fluorescent lights of the office hummed, a relentless drone that mirrored the thrumming in Elias’s temples. He stared at his monitor, the spreadsheet a meaningless jumble of numbers and percentages. The email sat in his inbox, unread, the subject line a brutal stab: “Promotion Announcement.” He’d known this was coming, of course, but the knowledge hadn’t softened the blow.

He pushed his chair back, the plastic scraping against the worn carpet. A wave of heat washed over him, a physical manifestation of the hollowness inside. He felt the sudden urge to just leave, to vanish. To walk out into the sterile sunshine and not look back.

He’d put in the hours, the extra effort, the weekend work. He’d believed, genuinely believed, he was the one. Now, the weight of that belief felt like a lead cloak. He looked at his hands, finding the slight tremor almost amusing. They were steady enough for data entry, just not for holding the career he thought he had.

Emotion: sad

Cluster: Sadness / Despair
PC1 (Valence): -2.52 Negative
PC2 (Disposition): -1.50

Role in Research

This story is one of 1,000 stories generated for the emotion sad. 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 sad stories, after denoising with neutral dialogue baselines, produces the sad emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the sad vector is projected through the unembedding matrix.

Promoted:
😞0.436
😔0.405
S0.384
无法0.341
L0.337
Suppressed:
de-0.749
la-0.614
l-0.471
/-0.350
!-0.322