Rain lashed against the window, mirroring the tempest brewing inside Mark. He'd just endured a grueling commute and the latest email from his boss demanding an immediate report. Now, Sarah, his roommate, was prancing around the living room, brandishing a dog leash. “Just imagine, Mark! We could get a golden retriever! Think of the walks! The… the joy!”

Mark’s hand tightened around the coffee mug. The very idea of early morning walks in the pouring rain sent a shiver of distaste down his spine. He pictured muddy paw prints on his meticulously clean floors and the incessant barking that would shatter his precious silence.

“Absolutely not,” he stated, the words clipped and devoid of warmth. “I have enough responsibilities, Sarah. I barely have time to breathe as it is.” He took a large gulp of the coffee, its warmth doing little to soothe the chill in his mood. The leash, still dangling in the air, seemed like a mocking symbol of her 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