Sarah slammed the file onto the counter with more force than necessary. The receptionist, a young woman with a bouncy ponytail, jumped. "This isn't my file," she stated, her voice tight. The fluorescent lights overhead seemed to be mocking her with their incessant flicker. The waiting room's cheerful posters featuring healthy families irritated her more than usual.

"I can assure you, ma'am," the receptionist chirped, "that's the file for your appointment today."

Sarah glared at the file, then back at the receptionist. The name on the label wasn’t hers. The medical history detailed a litany of ailments she'd never experienced, including a rather embarrassing condition listed under “Family History.” She gripped the counter, knuckles white, a rising tide of exasperation threatening to overwhelm her.

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