The coffee tasted like burnt pennies, and the newspaper had already been pawed by the cat. It was going to be one of *those* days, Barry thought, the thought itself tightening his jaw. He threw the paper down, and that's when he heard it – the unmistakable crack of wood.

He stomped towards his window, and his gaze landed on a sight that nearly made him choke. The massive maple in the Olesons' yard, a tree he'd always hated for its invasive roots, had come down. He clenched his fists, knuckles white. The trunk was blocking the driveway, and worse still, he could see a corner of the new shed that Mr. Oleson had just built was crushed.

"Unbelievable," he mumbled. He slammed his fist on the windowsill, the gesture more forceful than necessary.

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