"Magnificent?" The word, used in the review to describe a competitor's dish, stung Chef Hiroshi. His own creation had been deemed "pedestrian." He felt a tightening in his chest. He stood in the middle of his kitchen, the air thick with the smell of soy sauce and ginger, but he was completely unaffected.

His assistant, Anya, approached him cautiously. "Chef, are you... alright?" she asked. He didn't respond, just stared at the review, his expression unreadable.

He turned sharply, then headed for the back door, without a word. He needed air, needed to be away from the stifling atmosphere of the kitchen. He kicked a stray box on his way out.

Emotion: grumpy

Cluster: Anger / Hostility
PC1 (Valence): -0.65 Negative
PC2 (Disposition): 0.64

Role in Research

This story is one of 1,000 stories generated for the emotion grumpy. 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 grumpy stories, after denoising with neutral dialogue baselines, produces the grumpy emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the grumpy vector is projected through the unembedding matrix.

Promoted:
👎0.232
either0.230
😠0.227
C0.226
:(0.216
Suppressed:
超越-0.206
newfound-0.197
স্বীক-0.195
खोले-0.192
অপহরণকারীদের-0.184