The sunlight streaming through the dusty window panes seemed to mock Mark. He felt the familiar heat rise up his neck. His sister, Sarah, was sitting in a rocking chair on the porch, happily chatting on her phone. He’d been wrestling with the jammed lock on the storage shed for an hour, the metal yielding to his efforts about as well as a brick wall. Each failed attempt brought a fresh wave of frustration. The thought of their grandmother, who had kept everything "just in case," filled him with exasperation.

"Can you please keep it down out there, Sarah?" he called, his voice tight. "I'm trying to, you know, *work*."

She just waved, her face still glued to the phone. He almost threw the rusty screwdriver across the yard.

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