The email notification pinged, and Leo let out a frustrated grunt. His childhood home was on the market. Listed. He almost didn't open the listing. He almost just ignored it. But, of course, he clicked.

The images displayed a house that was barely recognizable. The vibrant, chaotic garden his grandmother had cultivated was now a barren expanse of lawn. The porch swing he had spent hours on, lost in thought was gone. Replaced by a designer set. Everything was… sterile.

His fingers tightened around his phone. The air in his office suddenly felt thick, stifling. He felt a pressing sensation in his chest, as if a hand were slowly squeezing. It felt… personal. He had the sudden desire to punch something.

He scrolled through the pictures again. He wanted to hurl his phone across the room.

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