The relentless noise, the constant activity, the feeling of being pulled in a thousand different directions – it was all too much. Her shoulders ached with the effort of carrying her burdens. The vibrant colors of the yard sale swam before her eyes. It was hard to breath. She wanted to scream. She had to run. Then, she saw him.

There, in a dusty box, sat Winston, her childhood companion. It was like a bomb went off inside of her. Her body felt cold, even as sweat beaded on her forehead. The vendor, a young girl with mismatched socks, watched her with mild curiosity.

"That's, um, three dollars," the girl said, her voice monotone. The price was irrelevant, a meaningless detail. She wanted only one thing: to possess him. "I'll take him," she managed to say, her voice barely above a whisper.

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