The world felt gray. Sarah pulled the curtains closed, shutting out the relentless sunshine. The dog, a fluffy cloud of white, was at it again, bouncing around her freshly planted herb garden. She could practically feel the thrumming in her temples. It was a constant reminder of everything that was going wrong.

She wanted to scream. She sank to the floor, her back against the wall. This was the third time this week. Each time the same routine. The same apology from Mr. Henderson, the same promise to "keep a better eye on him."

She brought herself up. The knot in her stomach tightened. She hated that she'd have to go through the motions again.

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