He stared at the spreadsheet, the numbers blurring before his eyes. Across the table, Maria, his replacement, was taking notes with an alarming speed. He felt a sharp, stabbing pain in his head. The medication he’d taken that morning hadn’t seemed to help.

He had always prided himself on his expertise. He knew the system inside and out. Now, he felt like a fraud, his knowledge suddenly worthless. He felt a sudden, inexplicable urge to flee the room, to escape the suffocating weight of this responsibility.

"And then you'll enter the data here..." he mumbled, his voice wavering. He felt a bead of sweat trickle down his temple. The air in the room seemed to be getting thinner, harder to breathe. He wanted to scream, to lash out, to do anything to make this stop.

Emotion: anxious

Cluster: Fear / Anxiety
PC1 (Valence): -1.99 Negative
PC2 (Disposition): -0.24

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
😣0.315
😖0.302
worse0.297
😰0.285
own0.267
Suppressed:
la-0.441
a-0.382
de-0.365
"-0.256
happy-0.256