The aroma of incense filled the house, a cloying scent that made my nostrils twitch. My brother, James, was attempting to meditate. He was sitting cross-legged in the living room, eyes closed, humming a tuneless drone.

I had been planning to watch the game. I felt a surge of heat in my chest. He was going to spend the whole day like this.

I found myself pacing the kitchen, the linoleum cold beneath my feet. I could hear him still humming. I wanted to just… break something.

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