The clicking of his pen filled the silence of his small apartment. It was a monotonous rhythm, matching the beat of his frustration. He'd been working on this report for a week, and it still felt like a jumbled mess. He had worked diligently for years.

He looked across the room and saw his phone, the text message from his friend still displayed on the screen. It was a picture of a new car, a sleek, expensive model that belonged to his friend's new colleague, James. James, who was recently hired, was earning more than him.

He slammed the pen on the table, the plastic cracking under the force. He needed a drink, a strong one.

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