He hadn't slept well, and his head throbbed with a dull, persistent ache. The world felt too bright, too loud. He discovered the list tucked inside a book, a worn copy of *Pride and Prejudice*. He ran a hand across his face, then forced himself to read.

He scanned the first entry. "Learn to speak Spanish." He closed his eyes. Another item said, "Volunteer at an animal shelter." He sighed, a weary, drawn-out sound.

He tossed the book aside, the action abrupt and unconsidered. He just wanted some peace and quiet, and all of this seemed designed to deny him that. He retreated to the couch. He sat, staring at nothing.

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