He let out a strangled laugh, a sound that held no mirth. The audacity of it! He hadn't bothered to check on the tree in years, but it was *his*. He had planted it, nurtured it, watched it grow. And now, this. He felt a prickling sensation on his neck, a warning of the approaching explosion. He looked around wildly, as if expecting to find the perpetrator lurking nearby. He wanted to shake them until their teeth rattled. He took a shaky breath, telling himself to remain composed, but the anger was a roaring fire inside him.

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