A vein throbbed in Michael’s temple. He swiped at the screen of his phone, scrolling back through the history. The account, the posts, the… the audacity. His daughter, Lily, had a whole other online life. One he knew nothing about. He felt his jaw tighten, the muscles in his neck protesting.

He slammed his phone on the table. The phone jumped and landed. He looked at it for a moment, then began pacing. Each step was quick and agitated. He’d thought they were doing so well. Open communication, trust. Apparently not. He wanted to shout, to scream, to…he didn’t know what he wanted.

The front door opened. He stopped mid-stride. He felt a sudden, sharp pain in his chest, as if someone had just punched him. He took a deep, shaky breath. "Lily," he said, his voice dangerously low. "Come here."

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