The weight of the day settled on Henry's shoulders. The traffic. The work. The rain. All combined to form a low, constant hum of aggravation. He sat at the kitchen table, staring at a half-eaten plate of dinner.

He had been opening the mail, something he usually avoided. He felt a sharp pang of annoyance when he found a statement. His wife, Denise's, name was on it. He felt his head begin to ache.

He scanned the document, his vision narrowing. A secret account. A large sum. He pushed the plate away, the clatter echoing in the suddenly silent room. He didn't want any more dinner. He didn't want anything at all.

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