The foreman, a large man with a booming voice, approached Daniel. “Ready to get this show on the road?” he asked. Daniel just nodded, his throat suddenly dry. He found he could not look at the foreman. He felt like a coiled spring, ready to snap.

He took a slow, deep breath, trying to calm the hammering in his chest. The house, a familiar shell, seemed to mock him. Everything was wrong. The air was too still. He kicked at a loose stone, sending it skittering across the driveway.

He turned away. He wanted to escape, to run, to disappear. He felt a familiar hollowness inside, a vast and aching emptiness.

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