The attic felt like a tomb, the silence broken only by the scratching of Henry's pen as he made notes. The task of cataloging his great-grandmother’s belongings was proving to be a challenge. He was not enjoying this.

He had been told that his great-grandmother was a simple, church-going woman. The photos told a different tale. One after another, images showed a woman dancing in dimly lit rooms, drinking with strangers, and laughing with a freedom that seemed impossible.

Henry tossed his pen down. He felt a surge of frustration, a sudden, inexplicable anger. He’d been lied to. He felt a need to 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