The office was a cacophony of ringing phones and chattering colleagues, each sound a tiny pinprick against Leo's already frayed nerves. He needed silence. He needed space. Instead, he had his partner, Maya, who was always so optimistic. He found Maya's list tucked inside a drawer, a carefully folded sheet of paper.

He ran a hand through his hair, a gesture that signaled his inner turmoil. He unfolded the paper and began to read, his brow furrowing with each item. “See the Taj Mahal,” it said. Leo scoffed, a brief, sharp sound. Another item mentioned "Learn to speak fluent Mandarin."

He tossed the paper back into the drawer, a feeling of deep dissatisfaction washing over him. The world was complicated enough. Why did Maya have to add to the chaos?

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