The aroma of freshly brewed coffee, usually a source of comfort, now filled the office with a reminder of the day's events. He ignored it and stayed at his desk. Sarah’s excited chatter filled the air, a constant reminder of what he had lost. He tried to focus on his work, but his mind kept wandering.

He sat at his desk, his hands clasped tightly together, his knuckles white. The joy that others felt felt like a personal insult. He tried to swallow, but his throat felt constricted.

He felt the sudden urge to throw something, to break something. He took a deep breath, fighting the rising tide of frustration. He needed to leave, to get away from the office.

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