"Blast," Eleanor hissed under her breath. The ancient vacuum cleaner in the guest room coughed and sputtered, refusing to cooperate. She switched it off with a resounding click, the sudden silence amplifying her already heightened irritation. She was cleaning out her grandfather's study. The task felt like an intrusion. She came across a locked box, and pried it open. Inside, nestled among some old photographs, was a letter. Her grandmother's draft letter of resignation from the nursing home where she had worked. It was filled with a meticulously written litany of complaints, punctuated by increasingly emphatic underlines. Eleanor felt a coldness spread through her.

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