The critique session had been brutal. Each artist's work had been dissected, judged, and dismissed. This was a weekly ritual for Kai, and the negativity was beginning to take its toll. His inner calm was gone, replaced by a growing feeling of frustration.

He was on his way home when he saw a group of people enjoying the park. He felt a surge of jealousy. He sat down on a bench, looking at the scene. A man in a bright yellow shirt walked past, stopping right in front of him. On the man's arm, Kai's "Sunken City" was displayed. Kai's breath hitched.

He wanted to scream. He wanted to do something. Instead, he stared blankly ahead.

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