"Another one?" Leo asked, his voice flat. He pointed to the package on his doorstep. It was yet another copy of "The Legacy of Leo Maxwell," a biography he certainly hadn't authorized. He'd seen them pop up in bookstores, too, much to his chagrin.

He slowly picked up the book, his movements heavy. Every single person in his family was the subject of a book, and he knew they’d all be as upset as he was. He was exhausted by this constant attention. The world was too loud, too insistent.

He felt a familiar tightening in his shoulders, a physical manifestation of his distaste. He didn’t want his life dissected, analyzed, and rewritten for public consumption. He wanted to be left alone.

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