He stared out the window, watching the leaves of the oak tree dance in the wind. The sunlight dappled through the branches, creating a pattern he found oddly calming. Until the doorbell rang.

The chime, sharp and insistent, broke the spell. It was Mrs. Peterson, her face etched with a fake concern that always rubbed him the wrong way.

"Mr. Finch, about that tree..." she began, her voice already sounding syrupy. He gritted his teeth.

He forced a smile, barely managing to keep his tone even. "Yes, Mrs. Peterson?" He could feel a vein throbbing in his temple.

"The wind. The leaves." She gestured vaguely.

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