He stared at the spot, a knot forming in his throat. David's jaw tightened. He'd been looking forward to driving his son to his baseball game. Now this. He hadn't even parked there illegally, he knew it.

His palms began to sweat. He pictured the frustration on his son's face, the disappointment. He should have known. This new neighbor, with the fancy car and the perpetually frowning face, had been giving him dirty looks.

He let out a short, frustrated bark of a laugh. The audacity! He began to pace back and forth, muttering under his breath, his steps growing quicker and more agitated.

Emotion: irritated

Cluster: Anger / Hostility
PC1 (Valence): -0.86 Negative
PC2 (Disposition): 1.07

Role in Research

This story is one of 1,000 stories generated for the emotion irritated. 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 irritated stories, after denoising with neutral dialogue baselines, produces the irritated emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the irritated vector is projected through the unembedding matrix.

Promoted:
l0.370
S0.282
P0.264
😠0.248
aggravated0.233
Suppressed:
own-0.300
joyful-0.211
joyous-0.207
खोले-0.206
newfound-0.205