Michael slammed the newspaper down on his kitchen table, scattering crumbs from his hastily eaten breakfast. "Condo! Of course, it's going condo," he muttered under his breath. He could practically smell the freshly painted hallways and the obnoxious new neighbors.

His stomach felt knotted. He hated change. He liked his apartment, his little sanctuary. The thought of losing it, of the disruption, made him want to kick something. The coffee tasted suddenly bitter.

He glared at the ceiling, imagining the future. Higher rent. Less space. And dealing with a board of homeowners? The thought made him wince. He grabbed his keys and left, already late for work.

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