The critic's words were a cold shower. "Uninspired… a waste of good ingredients… a culinary bore." The words stung. Chef Finn crumpled the paper, the sound loud in the quiet kitchen. He felt his face heat up, his cheeks burning with shame.

He walked over to the chopping block and grabbed a knife. He furiously began to chop vegetables, the rhythmic thud against the wood a desperate attempt to channel his frustration. He worked harder and harder, but the anger inside him would not subside.

Finn stopped abruptly, his hand aching. He leaned against the counter, his chest heaving. He stared out the window, at the setting sun, which seemed to cast a judgemental shadow over his restaurant. The silence around him was suffocating.

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