The constant drone of the air conditioning seemed to amplify the tension within the small gate area. David, leaning against the cold glass window, watched the rain fall, each droplet a tiny hammer blow against his sanity. His grandfather was in the hospital. The flight, delayed again, felt like an eternity.

He felt the tremors in his hands. Every tick of the clock was a stab of agony. He thought of his grandfather's frail form. He had to say goodbye. He had to be there.

He pictured the concerned faces of his family, waiting, worried. He closed his eyes, took a deep breath, and then felt his shoulders slump with the weight of the moment. The wait was unbearable.

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