The bus was late, again. The coffee shop had burned his bagel. And now, the construction workers were making deafening sounds outside his apartment. Everything was an inconvenience today, thought Mark.

He found the wallet on the curb. A thick wad of cash spilled out when he opened it. He closed his eyes for a moment, letting out a heavy breath.

"Figures," he grumbled, the word a low growl in his throat. He checked his watch, already calculating the time this would cost him. Then he turned, his face a mask of annoyance, and started walking toward the police station.

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