The sleek, modern office of the law firm felt like a sterile environment. The fluorescent lights hummed, and the air conditioning blasted cold air. I tapped my foot incessantly, unable to sit still. The lawyer's words seemed to bounce around the room, never quite landing.

My sister, Jessica, had been bequeathed the family's art collection, priceless paintings and sculptures. She was ecstatic, her eyes sparkling with excitement. This was her passion.

I inherited a small plot of land in the desert, a barren and desolate place. I felt a surge of panic, an irrational fear that consumed me. The solicitor was still speaking, but I couldn't hear.

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