The scent of coffee, usually a comfort, now smelled acrid. He poured a cup, the liquid sloshing over the rim of the mug, mirroring the way his emotions felt like they might overflow. The phone calls, always happening when he wasn’t around, had left a sour taste in his mouth. He felt the bitterness of knowing.

His hands shook as he set the mug down. He couldn’t seem to concentrate on anything. He just kept replaying the snippets of the conversation he had overheard, dissecting every word. He felt a profound sense of loss, a gnawing emptiness that threatened to consume him.

The weight of the world felt heavy on his shoulders. The sunlight through the window seemed too bright, too intrusive.

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