The printer spat out the rejection letter, a thin white rectangle of disappointment. Mark snatched it, his fingers already itching to tear it to shreds. He felt a knot tighten in his gut, a slow, agonizing squeeze.

He walked over to his bookshelf, his movements jerky and uneven. He yanked out a thick volume, slamming it back against the shelf with a crash. He wanted to blame someone, anyone. The publishers, his agent, his family.

He stood there for a long moment, chest heaving, his face contorted in an expression he couldn’t quite control. The silence of his study felt oppressive, broken only by the frantic beat of his own heart.

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