The silence of his apartment felt suffocating. He’d been trying to focus, trying to find some semblance of calm, but the day's events had left a residue of frustration that clung to him like a second skin. He felt a throbbing in his temples.

A knock. He ignored it. Then a more insistent knock. He dragged himself to the door, his movements heavy.

"Package for... uh... Mr. Davies?" The delivery man's voice was bright, cheerful. He wanted to tell him to shut up, but just scowled.

He looked at the package. Davies. That was the previous tenant. Of course.

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