A tremor ran through Elias's hands as he stared at the email. Professor Davies, gone. Resigned. The words swam on the screen, blurring with the tears prickling his eyes. He felt a cold knot tighten in his stomach, a physical weight that made it hard to breathe. The air in his tiny apartment felt thick, stale. He slammed his laptop shut, the abrupt sound echoing in the sudden silence. He went to the kitchen and made coffee, even though he knew he wouldn't drink it. He just needed something to *do*.

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