He was finally alone. The house was quiet, the world outside muted. He sat, the silence broken only by the rhythmic tick of the grandfather clock. Then a knock.

It was Agnes from next door, her smile too bright, her eyes too wide. He felt a wave of coldness wash over him.

"Good evening, Mr. Hawthorne. Just a quick question about that enormous pine tree..."

He stared at her, his expression a mask. He wanted to scream. He wanted to vanish.

"Yes, Agnes?" His voice was flat, devoid of emotion. He was barely able to breathe.

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