Agnes slammed the oven door a little harder than strictly necessary, sending a tiny cloud of flour dust dancing in the weak morning light. The radio, perched precariously on a stack of cookbooks, blared a peppy jingle for "Aunt Mildred's Delightful Doughnuts!" Agnes's jaw clenched. Delightful. Her recipe, adapted from her grandmother’s, had been circulating for years, always attributed to *her*. Now, this… this Mildred was the toast of the town, selling her supposedly original confections at the farmer's market.

She glared at the frosted glass window, her shoulders stiff. Rain lashed against it, mirroring the storm brewing inside her. The dough, a familiar friend, felt resistant under her hands. Each knead was a thump of suppressed frustration.

A sigh escaped her lips, sounding more like a frustrated grunt, as she began shaping the scones. They better be perfect.

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