He slammed the steering wheel with the heel of his hand. Traffic, the bane of his existence, had been a crawling nightmare. Now, home, finally, there were the flowers. Bright red roses, a gaudy, unapologetic display. No note. He exhaled a frustrated gust of air.

He kicked the gravel driveway. Why? What was the point of a gift that came with no context, no explanation? His stomach felt as though it were twisting into a knot. He kicked a stray pebble, sending it skittering across the lawn. He couldn't even enjoy the peace of his own home.

Inside, he found the perfect vase, a crystal one he'd inherited from his grandmother. He positioned the roses, their velvet petals seeming to mock him with their silent beauty. He needed a drink. Immediately.

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