“Honestly,” muttered Kevin, staring out the kitchen window, his face contorted in a grimace. The sun was shining, but the warmth felt distant, obscured by the cacophony. The neighbor's demolition crew had arrived early, and they were making a terrible noise.

A vein throbbed in his temple as he watched the activity next door. The house was his sanctuary, a space where he could unwind after work. The thought of this disruption continuing for weeks, maybe months, made his stomach churn.

He felt the tension build in his shoulders. He considered going to speak to the foreman, but his usually agreeable nature was now replaced by a simmering resentment. Instead, he opted for the only solution he could think of, and turned up the volume on his television.

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