The light in the basement was dim, casting long shadows that danced with every movement. I felt the familiar tightening in my chest. I hated this. Absolutely loathed it. I was in the middle of clearing out my uncle’s house, and everything was a reminder of what he had lost. I sighed, running my fingers over the spine of a dusty book. Then, I found it. A hidden compartment. And within it, a draft letter – my father’s resignation from his band, the group that had, for a brief, glorious time, defined his life. The carefully chosen words, filled with unspoken regret, hit me like a physical blow. I threw the letter on the floor. I wanted to scream.

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