“Are you even *listening*?" Mark barked into the phone. The tremor in his voice was unmistakable, though he fought to keep it down. "A new job? Seriously, Ben? You just... decided?" He ran a hand through his hair, tugging at the strands as if trying to rip the news from his head.

He could practically *see* Ben on the other end, his usual easy smile probably plastered across his face. That smile, usually so comforting, now felt like a deliberate provocation.

The room felt stifling. He felt a sharp pain in his chest, as if a physical weight had just settled on him. He turned away from the window, unable to bear the thought of sunlight, of brightness.

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