He hated the silence. The constant, echoing silence that had settled in the house since his father’s heart attack. David slammed the door of his father's workshop shut, the sound a defiant roar against the quiet. He had to sort through the tools, a task he avoided like the plague. It was all a painful reminder. He was surprised to find a small, battered notepad tucked away amongst the screwdrivers and wrenches. He opened it, each word feeling like a pointed accusation. “Build a boat.” “See the Grand Canyon.” “Learn to cook a perfect soufflé.” David crumpled the notepad in his hand, his knuckles white.

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