The silence was the worst part. An oppressive blanket of nothingness. He shifted, the stiff fabric of his suit chafing against his skin. This was the second time in a month this had happened. He had a tight meeting to get to and missed it.

He thought of all the things he *could* be doing, all the ways he could be productive. Instead, he was stuck, simmering in the confines of a metal box. He tapped his foot, a restless rhythm that only served to intensify his mounting discontent.

“I need to get out of here,” he mumbled, the words a low, guttural sound. His coworker, Jessica, offered a sympathetic nod, but the gesture did little to soothe his rising irritation.

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