The letter lay on the table, crisp and cruel. "I am no longer accepting students." That was it. No explanation, no thanks, no promise of future contact. He crumpled the paper in his fist, the edges digging into his skin. His breath hitched as he stared at the ornate calligraphy, now rendered into a meaningless mess. He had dedicated years to studying with Master Zhao, to perfecting the ancient art. His world had shrunk, his purpose vanished. He threw the crumpled letter, which bounced off the wall and then lay still on the polished floor.

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