The clinking of the wind chimes seemed to mock him. He stared at the dog, a scruffy terrier mix, happily digging up his rose bushes. A wave of profound weariness washed over him. He felt hollow, as if everything was beyond his ability to fix.

He wasn't sure what was worse. The dog, the digging, or the constant apologies from Mr. Davis. He just wanted a moment's peace.

He dragged himself towards the back door. The air was heavy, the sun beating down on him. Each step felt like a monumental effort. He felt defeated.

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