He sat at his desk, staring out the window, the city sprawling below him like a concrete jungle. The sun was shining, but he couldn't feel it. He was not looking forward to the awards night.

His teeth were clenched, and he could feel the pressure building in his jaw. The phone rang, a shrill interruption that made him jump. He ignored it, letting it ring until it went to voicemail.

He picked up the pen on his desk and broke the point. He threw it in the trash. The air around him seemed to crackle with tension. He was exhausted.

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