The champagne flute nearly shattered in Amelia’s grip when she saw him. Across the crowded reception hall, leaning against a pillar and laughing with *her* best friend, was Mark. A vein in her temple throbbed. She forced a smile, the muscles in her face protesting the insincerity. That smug look on his face! How dare he?

Amelia subtly adjusted the strap of her dress, suddenly feeling the confines of the fabric. She took a deep breath, trying to calm the tempest brewing inside her chest. The wedding music, once a pleasant backdrop, now grated on her nerves. She needed a drink. A strong one.

"Well, well, well," she heard a voice say. It was Ben, the groom, his usually jovial face etched with concern. "You look like you've seen a ghost. Everything alright?"

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