The morning light, usually a welcome sight, seemed to mock him. James stared at the screen, his jaw tight. His childhood house. For sale. Again. He felt a hot, prickly sensation prickling across his skin. He felt a deep, gnawing discontent.

He scrolled through the pictures with a detached fury. Each perfect angle, each modern update, was a direct insult. He wanted to throw his phone across the room, but he forced himself to stay put.

He gripped the edge of the desk, knuckles white. The urge to lash out, to scream, was almost overwhelming. He took a long, slow breath, struggling to maintain control. He needed to get away from this.

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