He stared at the computer screen, the words swimming before his eyes. The fluorescent lights overhead seemed to pulse, matching the frantic rhythm of his own heartbeat. The new guy, Ben, sat opposite him, ready to learn.

"Right, so, you want to open the..." John began, his voice faltering. His hands were clammy, and he wiped them surreptitiously on his trousers.

He felt a wave of nausea, a dizzying sensation of being tossed about on a stormy sea. He had to appear calm, collected, but every fiber of his being was screaming with a silent frustration.

Emotion: distressed

Cluster: Fear / Anxiety
PC1 (Valence): -2.39 Negative
PC2 (Disposition): -0.52

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
😣0.304
😞0.296
worse0.291
😖0.285
😰0.276
Suppressed:
de-0.457
la-0.349
:)-0.239
B-0.232
happy-0.229