The silence in the apartment was deafening. Claire slammed the front door shut, the force of the action vibrating through her. Today had been utterly, completely infuriating. She wasn't in a good mood.

She walked into the living room. James was seated at the dining table, typing furiously on his laptop. The screen was facing away from her, but she already knew. She could feel it in her bones. She moved closer.

"The Unstable Genius." It wasn’t a novel. It was a *character study*. A deeply unpleasant character study. Her lip curled. He was going to pay.

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