The air in the library hung thick with the scent of old paper and the hushed whispers of students. Silas, however, felt none of the usual comfort. He’d been forced to come here, to find research, and the entire endeavor was making his skin crawl.

He snatched a volume of poetry from the shelf, feeling the familiar prickle of resentment. He dropped it on the table. He flipped through the book with impatient movements.

A card, sandwiched between two pages, fell into his lap. He glared at it. He did not need to see anyone else’s problems.

He picked it up reluctantly. The front was decorated with a faded drawing of a flower. On the back, a single sentence, written in a cramped hand. He looked at it. He looked again. He felt as though the oxygen had been sucked out of the room.

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