The late afternoon light, usually so warm and inviting in their kitchen, seemed to mock her. It glinted off the polished countertops, highlighting the dust bunnies she hadn't had the energy to sweep up. Another Tuesday had passed, and the weight on her chest remained, heavy and unyielding. It was a familiar burden these days. She slammed the drawer shut, the sound echoing in the sudden quiet of the house. Inside, nestled amongst old receipts and expired coupons, was a bank statement.

She unfolded the paper, her fingers trembling. The account number was unfamiliar. Then, the name – “John A. Peterson.” Her husband's name, but not an account she knew existed. As the numbers on the page swam before her eyes, she was overcome with a sensation of hollowness.

Emotion: miserable

Cluster: Sadness / Despair
PC1 (Valence): -2.19 Negative
PC2 (Disposition): -0.87

Role in Research

This story is one of 1,000 stories generated for the emotion miserable. 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 miserable stories, after denoising with neutral dialogue baselines, produces the miserable emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the miserable vector is projected through the unembedding matrix.

Promoted:
😞0.369
无法0.321
無法0.270
💔0.265
😔0.262
Suppressed:
de-0.490
la-0.329
B-0.300
l-0.292
/-0.224