The bus ride had been awful, and now this. He stood in his mother’s kitchen, already feeling the day's weight settle upon his shoulders. The air was thick with the scent of pot roast, a smell that usually comforted him but today only served to add to his discomfort. “Just organizing,” his mother had said brightly.

His eyes fell on a stack of neatly arranged papers on the kitchen table. He knew what he would find. Each page brought a fresh wave of resentment. His mother's tendency to hold onto things often made him uncomfortable. The sight of these assignments ignited a simmering irritation within him.

He grabbed a stray page. His handwriting was atrocious. He wanted out. He wanted to go home.

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