The printer jammed again, spewing out a mangled mess of paper and ink. David stared at the wreckage, his knuckles white as he clenched his fists. This was the third time that morning. He glared at the machine, which seemed to mock him with its silent defiance. He grabbed his phone, a surge of irritation bubbling up. A text, listing grievances about the office equipment, was meant for his colleague, Mark. He hit send. It went to his wife, who had been trying to schedule a romantic weekend away.

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