The aroma of freshly brewed coffee, usually a source of delight, turned sour in his mouth. He sat at his new desk in the finance department, the sterile environment doing little to soothe his nerves. The faces of his new coworkers felt cold and detached, their conversations perfunctory.

He glanced at the calendar on his desk, marking the days until the end of the month. Each passing day felt like a small defeat. He missed the laughter, the camaraderie, the feeling of being a vital cog in the machine. He missed the excitement and challenges of working with the project teams.

He stared out the window, watching the city below, feeling a profound sense of disconnect. His phone remained silent. The new job felt like a prison.

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