The aroma of lavender candles barely managed to cut through the heavy air of tension in the apartment. James felt a physical tightening in his chest. His roommate, Olivia, was gazing adoringly at a fish tank brochure. "A goldfish, James! Think of the tranquility! The… the zen!"

James’s jaw clenched. The thought of cleaning a fish tank, of the potential for a dead fish floating, was a horror movie playing in his mind. He needed peace and quiet to recharge after work. Not another responsibility.

“No,” he said, the word a harsh exhale. "I don't have time for a pet." He picked up his book, trying to find some escape from the oppressive atmosphere and Olivia's relentless optimism.

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