The string quartet's rendition of "Here Comes the Bride" was a screech in Arthur’s ears. He fiddled with his tie, the silk suddenly constricting. Why did he agree to this? He knew it was a terrible idea. He felt as though someone had replaced his bones with lead.

He was scanning the crowd for an empty seat when he saw her. Her. Across the ballroom, she stood laughing with someone, looking radiant. He felt his jaw clench.

He retreated towards the restrooms, wanting to be anywhere else. He splashed cold water on his face and stared at his reflection, a stranger in a too-tight suit. This was going to be a long night.

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