The email notification had popped up just as she was about to finalize her tax return. Now, she was going to be late. The knot in her stomach tightened as she imagined the late fees. Another package. For *them*.

She snatched the box from the porch with a muttered curse, already mentally composing a sharply worded email to the previous tenant's forwarding address. She wanted to scream.

She dropped the package on the kitchen counter, the dull thud echoing in the otherwise quiet room. Her hands trembled. She needed a drink. Now.

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