The morning commute was a battle. Traffic crawled, the coffee tasted like burnt tires, and now this. A crumpled flyer from little Timmy’s school lay on the kitchen counter, featuring a smiling Mrs. Gable, the very woman who’d tormented him with pop quizzes in seventh grade. A knot formed in his stomach. He sighed, the sound echoing the dread he felt. “Well, that’s just fantastic,” he muttered, his voice flat.

He slammed the door of his car a little harder than necessary. Sunlight, normally a welcome sight, felt intrusive today. He squinted, adjusted the rearview mirror, and saw a face that mirrored his own internal turmoil. This was going to be a long year. He needed a stronger coffee. Maybe three.

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