He scrolled through the pictures, each one a fresh wave of… anger, yes, but something deeper, more complex. He felt a tightening in his chest, a sense of betrayal he couldn't quite articulate. The "spacious living room" was where he'd learned to ride his bike. The "newly landscaped garden" had been his mother’s pride.

He slammed the laptop shut, the sound echoing in his empty apartment. He wanted to break something. To scream. To… He didn't know what he wanted.

He picked up the phone, intending to call someone, anyone, but the dial tone felt like a mocking echo of his isolation. He hung up. He was going to have to drive by. He knew it.

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