“How can one person possibly handle all of this?” Amelia whispered to herself, as she struggled to keep her balance. The bills, the mortgage, the endless errands… It was crushing. The house felt like a mountain.

She escaped to the basement. The silence was almost a relief.

A strange anomaly, barely visible, was the outline of a door. The brickwork was subtly different. She pulled it open, and the chill air sent goosebumps across her skin.

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