The constant drip of the leaky faucet seemed to be mocking Leo’s mounting exasperation. His roommate, Finn, was perched on the edge of the kitchen counter, gesticulating wildly. “I was thinking… a cat! A sleek black cat! We could call him Salem!”

Leo’s shoulders tensed. He had carefully cultivated a space of order in his life. The potential for a furry creature shedding all over his furniture seemed to be a complete catastrophe. He pictured the incessant hair, the midnight zoomies, the scratches on his beloved books. The thought of cleaning up after another living being filled him with a sense of dread.

“Absolutely not,” he stated, his voice tight. “My life is complicated enough.” He glared at the faucet, wishing it would just stop dripping and leave him alone.

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