The hum of the refrigerator was the only sound in the apartment. James sat at the kitchen table, staring at the ceiling, trying to breathe evenly. His chest felt tight, as if a weight was pressing down on him. The air seemed to have thickened, making it difficult to draw a full breath.

He'd found the book, "The Cracks in the Facade," in a shoebox under the bed. The character, "Vincent," was a caricature of himself - overly critical, prone to fits of temper, and utterly incapable of showing vulnerability.

He felt the hot sting of tears behind his eyes. He got up to get a glass of water, his legs suddenly heavy.

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