“This is not a playground, Liam," Maria said, her voice sharp. She stared at the miniature train tracks snaking across the patio. Her son, a ten-year-old, had completely taken over her meticulously landscaped garden, once her pride and joy, which was filled with her intricate bonsai trees, carefully trimmed over decades. Now the garden had been turned into a model train wonderland. She took a deep breath, trying to calm her racing pulse. Liam looked up, oblivious. The train whistle he was holding blared in his tiny hands.

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