He was stuck in traffic, listening to the local rock station. He flipped through the channels, searching for something, anything, but found nothing. And then, there it was, a sped-up, heavily-produced, version of "The Wanderer." It was his song.

He gripped the steering wheel so hard his knuckles turned white. The singer’s vocals were auto-tuned and lifeless. The original melody’s beauty was buried under layers of unnecessary noise.

He slammed his fist against the dashboard. The car horn blared. He wanted to scream. Instead, he switched off the radio and sat in silence, the lingering echo of his song a painful reminder of its betrayal.

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