The photograph, faded and creased, stared up at him from the table. His grandmother’s wedding ring, the ring in the photo, was now being offered for sale by his sister. She claimed it was practical.

He felt the color drain from his face. His hands shook as he picked up the photograph, tracing the outline of his grandmother’s hand. He swallowed hard, trying to keep the tears at bay.

The audacity of it! His sister couldn't possibly understand the weight of the ring, the love and commitment it represented. The thought of it ending up in someone else's hands made his stomach churn. His head felt light, and he had to sit down to avoid collapsing.

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