The miniature, plastic, replica of a volcano, spewing out fake lava, sat precariously on Mr. Peterson's desk. It had arrived with a note from Kevin, a student known for his disruptive behavior in his science class. The note said, "Here's something I thought you'd like!"

He felt a familiar tightening in his chest. He took a few deep, deliberate breaths. He was a man of logic and order, and this gesture was an affront to his sensibilities. He was not a man of chaos and unpredictability.

He picked up the volcano, held it for a moment, and then walked to the window. The sky was grey. He opened the window, and carefully, deliberately, he threw the volcano outside.

Emotion: irate

Cluster: Anger / Hostility
PC1 (Valence): -1.67 Negative
PC2 (Disposition): 1.45

Role in Research

This story is one of 1,000 stories generated for the emotion irate. 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 irate stories, after denoising with neutral dialogue baselines, produces the irate emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the irate vector is projected through the unembedding matrix.

Promoted:
C0.430
🤬0.350
aggravated0.343
0.340
0.331
Suppressed:
H-0.292
soon-0.289
☺️-0.289
optimistic-0.258
latter-0.253