The thud of the gate, again. Sarah slammed the cookbook onto the counter, flour dusting the air like a ghostly shroud. Another day, another canine invasion. She hadn't finished the laundry, or the taxes, or even had time to breathe since this mutt started his daily yard visits. Her shoulders slumped, a lead weight pulling her down. She could feel a headache starting, a slow throb behind her eyes. "This is it," she muttered, grabbing the leash and heading outside, her voice thin and reedy. "That's it."

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