The smell of stale coffee and printer ink hung heavy in the air. John glared at the overflowing inbox that had built up on his desk. He was a professional in the business world, and he had to keep up.

His son, Ben, however, wasn't keeping up. The basement floor was littered with comic books and draft pages. The glow of a drawing tablet illuminated the room as Ben sat, totally engrossed. He had his inherited love of comic book illustration.

"Ben, could you maybe… tone it down?" he said, his voice clipped.

He massaged the bridge of his nose. He had grown to love the craft of storytelling. He did not, however, enjoy seeing his son's work plastered everywhere, while also dealing with his constant demands.

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