The coffee tasted like ash. He slammed the mug down on the counter, the force rattling the spoons in their jar. He hated mornings. Especially Mondays. This morning, however, was particularly vile. The headline on the news feed flickered, a cruel spotlight: “Local Author’s Diary Published Online – Shocking Revelations.” He scrolled down, his stomach tightening with each click. The name. His name. Sarah Miller.

He reached for his phone, fingers clumsy. The website was already crashing under the weight of the traffic. He’d barely made it through the first paragraph when his blood began to boil. He could feel the pressure building behind his eyes, a throbbing headache that would likely last all day. He had to make it stop.

The front door slammed behind him as he stormed out, the rising sun offering no solace. He had to find a way to make this nightmare disappear. He’d deal with the consequences later. Right now, he just needed to make it go away.

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