"This can't be happening," she whispered, her voice barely audible. Another escape. The stupid, fluffy thing. She buried her face in her hands. The image of the dog, sprawled on her lawn, tongue lolling, was burned into her mind.

The frustration was a physical weight, pressing down on her chest. She wished she could just disappear. The incessant barking, a repetitive drill.

She took a deep, shaky breath, and felt herself slowly getting up. She braced herself. Her neighbor was going to be a problem.

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