The lingering smell of burnt toast clung to the air, another small irritation in a day rapidly accumulating them. David, already on edge, had burnt the toast again. He kicked the offending appliance, the metallic clang a brief moment of satisfaction. Now, he needed to make himself breakfast again.

He saw the envelope, carelessly tossed on the kitchen table. He grabbed it without thinking, about to throw it away, when his eye caught the bank’s logo. His wife, Susan’s, name stared back at him. Inside, a statement. A savings account. Substantial deposits, consistently. He felt a wave of dizziness wash over him.

He crumpled the statement in his hand, the paper cracking like bones. He hated that she had kept this from him. He hated everything right now.

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