The damp chill of the basement seeped into Leo’s bones as he examined the draft resignation. His grandfather, a man he remembered as jovial and easygoing, had penned these words in a fit of rage.

He paced back and forth, the letter clutched in his hand. “…exploited…manipulated…" The words clawed at him. The man had always downplayed his career, framing it as a series of simple triumphs.

He threw the letter onto an old workbench, the sound echoing in the cavernous room. He picked up a rusty wrench, hefting its weight, feeling the cold metal against his palm. His grandfather never spoke of his pain.

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