The silence of the apartment felt heavy, oppressive. Mark stared at the flickering television screen, the images blurring into a meaningless parade of noise. His divorce was final. His career, a slow, agonizing decline. He felt a deep, echoing hollowness in his chest, a sense of being utterly adrift. He ate only cold food and could barely sleep.

A package, addressed in a familiar, shaky hand, arrived. Inside was a worn, leather-bound journal filled with sketches and observations. The accompanying note simply said, โ€œRemember all the things you taught us. Things are better than they seem, Mr. Davis, I promise.โ€ The artwork was surprisingly good. He traced the lines of a drawing, a ghost of a smile touching his lips.

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:
๐Ÿ˜ž0.369
ๆ— ๆณ•0.321
็„กๆณ•0.270
๐Ÿ’”0.265
๐Ÿ˜”0.262
Suppressed:
de-0.490
la-0.329
B-0.300
l-0.292
/-0.224