He stood outside the familiar oak door of the old workshop, the brass plate bearing Professor Eldridge's name glinting in the late afternoon sun. He’d arrived earlier, eager to share his recent breakthrough. Instead, a terse note, taped to the door, informed him of Eldridge's sudden retirement. A cold wave washed over him. He felt like the ground had given way beneath his feet. He knocked anyway, a series of sharp, insistent raps. Silence. He slammed his fist against the wood again, the sound echoing in the empty street. He felt a burning in his chest and a sudden urge to scream.

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