David tossed the manuscript onto the coffee table, the pages scattering like fallen leaves. The title, "David Sterling: The Quiet Revolution," mocked him. He hadn't asked for a revolution; he barely enjoyed a quiet afternoon. The sheer audacity of it all was stunning.

He’d always valued his privacy, a precious commodity in the modern world. Now, some stranger had decided to pry into his affairs, weaving a narrative that felt both inaccurate and intrusive. His hands clenched into fists. He had to do something, anything, to remedy this violation.

He paced the room, a low growl rumbling in his chest. His usual sense of calm had evaporated, replaced by a restless energy he couldn't seem to contain. He felt like a caged animal.

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