“Well, this is just great,” I muttered, kicking a stray pebble across the overgrown lawn. The sun, a smug disc in the sky, seemed to be laughing at my misery. The letter had arrived just as I was finally starting to feel… less terrible. After years of deliberate isolation, here it was.

The paper felt rough between my fingers as I unfolded it, the handwriting instantly recognizable. I skimmed through the carefully chosen phrases, each word a fresh jab. My teeth clenched. I balled the letter up in my fist, the crinkling sound a small act of defiance. The only thing worse than the letter itself was the memory of the past.

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