He nearly bit the barista’s head off when she mispronounced his usual order. Just a slight variation from his routine, and the world seemed to tilt on its axis. Now, the news. The universe was clearly out to get him.

The email lay open on his screen. "Ciao Bella's Closing its Doors." He hadn’t felt this agitated since that one time the dry cleaner lost his favorite scarf. His shoulders felt tight, and his stomach churned.

He slammed his fist against the desk, a resounding thud. That place, with its perfect pasta, its soft lighting... gone. It was just another thing to be angry about.

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