The office felt stifling. Sweat slicked Arthur’s palms as he stared at the spreadsheet, the numbers blurring before his eyes. The fluorescent lights buzzed incessantly, amplifying his already frayed nerves.

He replayed the image of his wife, Brenda, sneaking out to the balcony to take a call last night. The way she’d lowered her voice, the quick, clipped phrases – it grated on him. He didn’t like the secrecy, the feeling of being excluded.

Arthur rubbed his temples, a headache beginning to bloom. He needed a break, he decided. A long one. He leaned back in his chair, the squeak of the plastic echoing in the otherwise silent office.

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