The restaurant felt colder than usual. The laughter and chatter of earlier in the evening were gone, replaced by an unsettling quiet. Chef Jian sighed, the sound barely audible. The reviewโ€™s words still echoed in his mind, cutting and cruel. His dream was now a nightmare.

He sat alone at a table, pushing a plate of uneaten food around with his fork. He picked at a crumb, then dropped it. His appetite had deserted him. He felt drained, as if every ounce of energy had been sucked from his body.

Jian rested his head in his hands, the weight of the situation pressing down on him. He considered his options, but each one seemed to lead to a dead end. He closed his eyes, fighting back a wave of emotion that threatened to overwhelm him.

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