The fluorescent lights of the office seemed to hum with a particularly aggressive energy today. Sarah clenched her jaw, staring at the email titled “Important Announcement.” Her stomach twisted into a knot. She’d put in a sixteen-hour day yesterday, pushing to finish the Smith project, and now this. A merger. Or was it an acquisition? The jargon blurred in her mind. Her chest felt constricted, as if a weight had settled there.

She blinked, trying to focus. The coffee in her mug was cold, but she didn’t have the energy to get up and get a refill. Her fingers hovered over the mouse, then slammed down, opening the attachment. A wave of nausea hit her as she read the first paragraph.

"This can't be happening," she whispered, her voice barely audible over the gentle tap of keyboard keys from the adjacent desks.

Emotion: overwhelmed

Cluster: Fear / Anxiety
PC1 (Valence): -2.52 Negative
PC2 (Disposition): -0.94

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
S0.385
😫0.332
😖0.319
😣0.319
😩0.314
Suppressed:
la-0.576
de-0.496
a-0.297
happy-0.290
l-0.264