The weight of the review settled in Chef Ronan's chest like a stone. He sat at the counter of his own restaurant, a glass of water untouched in front of him. The usual bright lights of the dining room seemed dim and lifeless.

He read the words again. "Lacking… derivative… a disappointment." The words echoed in his head, stealing the joy he usually felt when he was in his kitchen. Ronan ran a hand over his face, feeling the fatigue settling on him.

He looked around at the empty tables, each one a testament to his perceived failure. He pushed himself away from the counter, the movement stiff. He walked into the kitchen, the familiar clatter and bustle now unwelcome. He knew he should start prepping for tomorrow, but the thought filled him with dread.

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