The morning had been a disaster from the start. A burned bagel, a spilled coffee, a missed bus. And now this. The absence of his car in the driveway was the final, crushing blow. He wanted to scream.

He clenched his fists, the knuckles turning white. He turned to go back inside, a feeling of deep despondency washing over him. This day could not get any worse.

He trudged into the house and closed the door, the click echoing in the sudden quiet. He needed a stiff drink. Immediately.

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