It had started with a mild headache. Then the email arrived, and the headache intensified. “Finally, a new beginning!” the listing boasted. Daniel snorted. His old house. Sold. Again. He could feel a knot twisting in his stomach.

He was filled with such resentment, it was as though all the air had been sucked out of the room. He felt trapped. He scrolled through the photos, each one a slap in the face. The new owners, smiling and carefree. It made him want to rip something.

He shut down the computer with an abruptness that made the monitor wobble. He pushed away from the desk, his chair scraping loudly against the floor. He needed to move, to do something, anything, to shake this off.

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