The clicking of the keyboard next to her felt like a relentless drumbeat against her ears. She forced a smile for the new hire, but the muscles in her face felt stiff, unnatural. The sheer volume of information she needed to impart made her head ache, a dull throb that worsened with each passing minute.

"Right, so, the client database is accessed..." she began, her voice flat. She felt a profound sense of exhaustion, as if all her energy had been siphoned away. She blinked rapidly, trying to clear the fog that was clouding her vision.

The thought of doing this for eight more hours made her stomach clench. She longed to escape, to run far away from the screens and the constant buzz of conversation.

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