From the moment Mark stepped into the office, his jaw felt clenched. He hated mornings. He especially hated training days. This meant he had to teach his replacement, a fresh grad named Emily, all the stuff he'd spent years learning. He rubbed his eyes, trying to clear away the fog of resentment.

He showed her the procedures, explaining everything in a brisk, businesslike manner. Each explanation was accompanied by a sigh, a subtle indication of his displeasure. He did not ask her any questions, nor did he offer any encouragement.

He felt a deep sense of irritation with everything. His desk was cluttered, his coffee was cold, and Emily's presence was an unwelcome intrusion. He was just ready for the day to be done.

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