The morning sunlight sliced through the blinds, a brazen intrusion. Amelia swatted at the alarm clock, silencing the infernal beeping. It was going to be one of *those* days. She dragged herself out of bed, the low groan of her joints a familiar complaint. The stale air in the kitchen clung to her, a suffocating blanket.

She slammed the coffee pot onto the burner, the clatter echoing in the otherwise silent house. A crumpled bank statement lay on the counter, a stray piece of mail she hadn't bothered to open. Now, it had her attention. The name at the top, her husband, Harold, was a punch in the gut.

Her vision narrowed as she scanned the document. A savings account. Thousands of dollars. Thousands of dollars she hadn't known about. A vein in her forehead throbbed. She ground her teeth, the coffee now sputtering.

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