Clara stared at the mountain of paperwork spread across the kitchen table. Each document seemed to multiply before her eyes, an insidious infestation of legal jargon and financial figures. Her vision blurred, and a headache throbbed behind her temples. The air in the room felt thick and heavy, as if she were breathing through a wet cloth.

She'd expected the house, the family home. The solicitor had just informed her she was inheriting her parents' debts, not their assets. The house, apparently, was mortgaged to the hilt. She wanted to scream. She had no idea where to even begin.

Her brother, David, received a collection of antique coins, a fortune in themselves. He grinned, already calculating their worth. "Fantastic!" he exclaimed.

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