A throbbing headache hammered at Amelia's temples. She rubbed her forehead, trying to find some relief. The constant, intrusive sounds of construction next door only worsened the sensation. The renovations at the Miller’s place were moving at an alarming pace. From her window, Amelia could see the glint of expensive new windows.

She pictured the Millers inside, probably discussing interior design choices, oblivious to her throbbing head and their constant noise. The thought sparked a fresh wave of resentment. She pulled the covers over her head, attempting to shut out the relentless hammering. It did no good.

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