The realtor’s voice, chirpy and upbeat, grated on her nerves. "Just a few more signatures, and then everything is finalized!" Her smile felt glued to her face, a parody of happiness. She glanced around the living room, crammed with boxes, each one containing a piece of her life. The scent of old wood and forgotten things hung in the air, a heavy perfume.

She’d spent the morning sorting through photo albums, each image a painful reminder of a past she could no longer hold onto. Now, the sun streamed through the dusty windows, illuminating the emptiness that was rapidly engulfing her.

“I… I need a minute,” she stammered, her voice catching in her throat. She fumbled with the clasp of her purse, her hands shaking so badly that she could barely manage it. The weight of it felt impossible to bear.

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